{"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.hook-add.v1","fixtureId":"gmod.hook-add.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"12d2222fdb7d6b90","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Registers a named hook with hook.Add.","durationMs":5132,"startedAt":"2026-07-11T07:30:31.797Z","completedAt":"2026-07-11T07:30:36.931Z","answerBytes":165,"answerChars":165,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":154,"completionTokens":493,"totalTokens":647,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755024-6bH2bZKtTeyTT67eDZqB","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function()\n -- Minimal callback body\nend)\n```\nReason: Registers a Think hook callback with the identifier MyAddon.Think.","model_patch":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function()\n -- Minimal callback body\nend)\n```\nReason: Registers a Think hook callback with the identifier MyAddon.Think."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.ents-iterator.v1","fixtureId":"gmod.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"3990c92253db85bb","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6608,"startedAt":"2026-07-11T07:30:31.797Z","completedAt":"2026-07-11T07:30:38.406Z","answerBytes":243,"answerChars":243,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":147,"completionTokens":727,"totalTokens":874,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755024-tzIsKGoT4N0bQ8fEE61i","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nfor ent in ents.Iterator() do\n if ent:GetClass() == \"prop_physics\" then\n -- Process the physics prop\n print(ent:EntIndex())\n end\nend\n```\nReason: Uses ents.Iterator to loop over entities without building a full table.","model_patch":"```lua\nfor ent in ents.Iterator() do\n if ent:GetClass() == \"prop_physics\" then\n -- Process the physics prop\n print(ent:EntIndex())\n end\nend\n```\nReason: Uses ents.Iterator to loop over entities without building a full table."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.net-receivers.v1","fixtureId":"gmod.net-receivers.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"24d54ee8366753a6","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":7403,"startedAt":"2026-07-11T07:30:31.798Z","completedAt":"2026-07-11T07:30:39.202Z","answerBytes":220,"answerChars":220,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":140,"completionTokens":726,"totalTokens":866,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755024-y6nyhlb2Ey3oY324Ixp4","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len)\n -- Your handling code here\n local data = net.ReadTable()\n print(\"MyAddon.Sync received:\", data)\nend)\n```\nReason: Registers a net message handler for MyAddon.Sync","model_patch":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len)\n -- Your handling code here\n local data = net.ReadTable()\n print(\"MyAddon.Sync received:\", data)\nend)\n```\nReason: Registers a net message handler for MyAddon.Sync"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.isvalid.v1","fixtureId":"gmod.isvalid.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"35527312e59dfc13","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Uses IsValid for entity/object validity.","durationMs":7452,"startedAt":"2026-07-11T07:30:31.798Z","completedAt":"2026-07-11T07:30:39.250Z","answerBytes":119,"answerChars":119,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":150,"completionTokens":801,"totalTokens":951,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755024-43tdqZ0orN6Qhqp1F6ot","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nif ent and ent:IsValid() then ent:DoSomething() end\n```\nReason: Checks entity existence and validity before use.","model_patch":"```lua\nif ent and ent:IsValid() then ent:DoSomething() end\n```\nReason: Checks entity existence and validity before use."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.disttosqr.v1","fixtureId":"gmod.perf.disttosqr.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a5772470c6859cdc","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":3768,"startedAt":"2026-07-11T07:30:39.251Z","completedAt":"2026-07-11T07:30:43.020Z","answerBytes":225,"answerChars":225,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":146,"completionTokens":379,"totalTokens":525,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755031-tQ8HP4t5i9WAJIe2aejE","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nlocal threshold = 100\nlocal distSqr = vec1:DistToSqr(vec2)\nif distSqr < threshold * threshold then\n print(\"Within threshold\")\nend\n```\nReason: Use DistToSqr to compare distances without computing the actual distance.","model_patch":"```lua\nlocal threshold = 100\nlocal distSqr = vec1:DistToSqr(vec2)\nif distSqr < threshold * threshold then\n print(\"Within threshold\")\nend\n```\nReason: Use DistToSqr to compare distances without computing the actual distance."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.angle-zero.v1","fixtureId":"gmod.perf.angle-zero.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f6bc97bf98280d62","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":10180,"startedAt":"2026-07-11T07:30:36.934Z","completedAt":"2026-07-11T07:30:47.114Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":148,"completionTokens":1024,"totalTokens":1172,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755029-5i2Yy3lTIT52KpzOJq6P","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.config-var.v1","fixtureId":"gmod.perf.config-var.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"bcc4ff8eb162b699","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12149,"startedAt":"2026-07-11T07:30:38.408Z","completedAt":"2026-07-11T07:30:50.557Z","answerBytes":220,"answerChars":220,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":153,"completionTokens":600,"totalTokens":753,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755031-8KXUY4vDssclQkCczkhv","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nlocal MyAddonColor = myaddon.config.color\nlocal currentColor = MyAddonColor\n```\nReason: Flat local variable avoids nested table lookups, reducing overhead and improving read speed for frequently accessed settings.","model_patch":"```lua\nlocal MyAddonColor = myaddon.config.color\nlocal currentColor = MyAddonColor\n```\nReason: Flat local variable avoids nested table lookups, reducing overhead and improving read speed for frequently accessed settings."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ents-iterator.v1","fixtureId":"gmod.perf.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"306d3f1d05f28246","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":9974,"startedAt":"2026-07-11T07:30:43.040Z","completedAt":"2026-07-11T07:30:53.036Z","answerBytes":297,"answerChars":297,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":138,"completionTokens":965,"totalTokens":1103,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755035-xXYWFqBgzinTRzhee8uP","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Iterate over all entities using the wiki-recommended efficient iterator\nfor _, ent in pairs(ents.GetAll()) do\n -- Example: print the entity's index and class\n print(ent:EntIndex(), ent:GetClass())\nend\n```\nReason: Uses pairs(ents.GetAll()) for efficient iteration over all entities.","model_patch":"```lua\n-- Iterate over all entities using the wiki-recommended efficient iterator\nfor _, ent in pairs(ents.GetAll()) do\n -- Example: print the entity's index and class\n print(ent:EntIndex(), ent:GetClass())\nend\n```\nReason: Uses pairs(ents.GetAll()) for efficient iteration over all entities."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.darkrpvar.v1","fixtureId":"gmod.perf.darkrpvar.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"02a37daa699cded3","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":16024,"startedAt":"2026-07-11T07:30:39.202Z","completedAt":"2026-07-11T07:30:55.227Z","answerBytes":367,"answerChars":365,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":145,"completionTokens":845,"totalTokens":990,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755031-4GhcG8mJO4y81MlHVtm2","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Preferred way to get a player's job name in DarkRP\nlocal jobName = ply:getJob() -- returns the job name directly\n-- Alternative using DarkRP API\nlocal jobTable = DarkRP.getJob(ply)\nlocal jobName = jobTable.name\n```\nReason: Using DarkRP's built‑in job API (ply:getJob() or DarkRP.getJob) is cleaner and more reliable than the legacy ply:GetNWString(\"job\").","model_patch":"```lua\n-- Preferred way to get a player's job name in DarkRP\nlocal jobName = ply:getJob() -- returns the job name directly\n-- Alternative using DarkRP API\nlocal jobTable = DarkRP.getJob(ply)\nlocal jobName = jobTable.name\n```\nReason: Using DarkRP's built‑in job API (ply:getJob() or DarkRP.getJob) is cleaner and more reliable than the legacy ply:GetNWString(\"job\")."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-ents-near.v1","fixtureId":"gmod.perf.find-ents-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"07c583fc3d9fe09f","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":9276,"startedAt":"2026-07-11T07:30:47.114Z","completedAt":"2026-07-11T07:30:56.391Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":159,"completionTokens":1024,"totalTokens":1183,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755039-xmpqR9s7sAUYuOT72f4k","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-players-near.v1","fixtureId":"gmod.perf.find-players-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d139ba2e8ee38a2f","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6705,"startedAt":"2026-07-11T07:30:50.558Z","completedAt":"2026-07-11T07:30:57.264Z","answerBytes":415,"answerChars":415,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":151,"completionTokens":574,"totalTokens":725,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755043-t8M2bUVMcg1Bjj4DnT4Q","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Faster method to get players within a radius\nlocal radius = args.radius\nlocal pos = args.pos\nlocal players = {}\nlocal r2 = radius * radius\nfor _, ply in ipairs(player.GetAll()) do\n if ply:GetPos():DistToSqr(pos) <= r2 then\n players[#players + 1] = ply\n end\nend\nreturn players\n```\nReason: Using player.GetAll() and squared distance check avoids the overhead of ents.FindInSphere and filtering.","model_patch":"```lua\n-- Faster method to get players within a radius\nlocal radius = args.radius\nlocal pos = args.pos\nlocal players = {}\nlocal r2 = radius * radius\nfor _, ply in ipairs(player.GetAll()) do\n if ply:GetPos():DistToSqr(pos) <= r2 then\n players[#players + 1] = ply\n end\nend\nreturn players\n```\nReason: Using player.GetAll() and squared distance check avoids the overhead of ents.FindInSphere and filtering."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.for-vs-while.v1","fixtureId":"gmod.perf.for-vs-while.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b3401a190a8aecf0","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8242,"startedAt":"2026-07-11T07:30:53.184Z","completedAt":"2026-07-11T07:31:01.428Z","answerBytes":143,"answerChars":143,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":144,"completionTokens":650,"totalTokens":794,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755045-eXvnEwRX0V2zbszvUiPE","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, n do\n -- do something with i\nend\n```\nReason: For loops are generally faster because they are optimized by the interpreter.","model_patch":"```lua\nfor i = 1, n do\n -- do something with i\nend\n```\nReason: For loops are generally faster because they are optimized by the interpreter."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-vs-global.v1","fixtureId":"gmod.perf.local-vs-global.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"c116d8c651190647","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter HTTP 429.","durationMs":2875,"startedAt":"2026-07-11T07:31:01.515Z","completedAt":"2026-07-11T07:31:04.391Z","answerBytes":null,"answerChars":null,"httpStatus":429,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":62,"completionTokens":0,"totalTokens":62,"source":"estimated"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hook-once.v1","fixtureId":"gmod.perf.hook-once.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ed1d3e09249fc8bb","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9928,"startedAt":"2026-07-11T07:30:55.230Z","completedAt":"2026-07-11T07:31:05.160Z","answerBytes":300,"answerChars":300,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":651,"totalTokens":807,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755047-Bh4LhfC7Krvzd8nI4rSL","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Slower pattern: calling hook.Run per player\nfor _, ply in ipairs(player.GetAll()) do\n hook.Run(\"MyCustomHook\", ply)\nend\n\n-- Faster pattern: call hook.Run once with all players\nhook.Run(\"MyCustomHook\", player.GetAll())\n```\nReason: The faster pattern reduces hook overhead by calling once.","model_patch":"```lua\n-- Slower pattern: calling hook.Run per player\nfor _, ply in ipairs(player.GetAll()) do\n hook.Run(\"MyCustomHook\", ply)\nend\n\n-- Faster pattern: call hook.Run once with all players\nhook.Run(\"MyCustomHook\", player.GetAll())\n```\nReason: The faster pattern reduces hook overhead by calling once."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hudpaint-cache.v1","fixtureId":"gmod.perf.hudpaint-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3def450f3158ceff","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":8934,"startedAt":"2026-07-11T07:30:56.392Z","completedAt":"2026-07-11T07:31:05.326Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":151,"completionTokens":1024,"totalTokens":1175,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755049-tQfFtwWyBtxwW6MMUJ7k","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.meta-vs-arg.v1","fixtureId":"gmod.perf.meta-vs-arg.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"de332f7356830dfa","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"incorrect","detail":"Matched an incorrect-answer pattern.","durationMs":5551,"startedAt":"2026-07-11T07:31:05.348Z","completedAt":"2026-07-11T07:31:10.900Z","answerBytes":88,"answerChars":88,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":148,"completionTokens":592,"totalTokens":740,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755059-Nojo5KO1xx0JrAg5UYdb","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nply:SomeHelper()\n```\nReason: Method call avoids a global lookup and is idiomatic.","model_patch":"```lua\nply:SomeHelper()\n```\nReason: Method call avoids a global lookup and is idiomatic."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-color.v1","fixtureId":"gmod.perf.local-color.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"16a7bed1b931d467","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":15708,"startedAt":"2026-07-11T07:30:57.297Z","completedAt":"2026-07-11T07:31:13.014Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":143,"completionTokens":1024,"totalTokens":1167,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755049-7dL69HjcMv70mCDZMiya","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.looking-at.v1","fixtureId":"gmod.perf.looking-at.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"20b22f678a4b08d7","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":14249,"startedAt":"2026-07-11T07:31:05.198Z","completedAt":"2026-07-11T07:31:19.447Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":1024,"totalTokens":1184,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755059-CnXh4DUD0iGlQZdaIrEP","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.localplayer-cache.v1","fixtureId":"gmod.perf.localplayer-cache.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"7398105af47b079e","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":32340,"startedAt":"2026-07-11T07:31:04.410Z","completedAt":"2026-07-11T07:31:36.751Z","answerBytes":290,"answerChars":290,"httpStatus":200,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":146,"completionTokens":507,"totalTokens":653,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755084-MK8aEhSF6Een05TsxHLA","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nlocal ply = LocalPlayer()\nhook.Add(\"Think\", \"ExampleCache\", function()\n if ply:IsValid() then\n -- Use cached player reference\n print(ply:Name())\n end\nend)\n```\nReason: Caching LocalPlayer() in a local variable avoids repeated global lookups, improving performance.","model_patch":"```lua\nlocal ply = LocalPlayer()\nhook.Add(\"Think\", \"ExampleCache\", function()\n if ply:IsValid() then\n -- Use cached player reference\n print(ply:Name())\n end\nend)\n```\nReason: Caching LocalPlayer() in a local variable avoids repeated global lookups, improving performance."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.pairs-ipairs-for.v1","fixtureId":"gmod.perf.pairs-ipairs-for.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"de5e4875fcf3e600","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":28058,"startedAt":"2026-07-11T07:31:13.021Z","completedAt":"2026-07-11T07:31:41.079Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":149,"completionTokens":1024,"totalTokens":1173,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755084-Zx8bcWPI6uDxFBEvaJZo","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.msg-vs-print.v1","fixtureId":"gmod.perf.msg-vs-print.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"6cbb4e4b2f19dd24","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":30530,"startedAt":"2026-07-11T07:31:10.923Z","completedAt":"2026-07-11T07:31:41.453Z","answerBytes":161,"answerChars":159,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":143,"completionTokens":948,"totalTokens":1091,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755084-ipojzAViZ4HfUBdKq5h3","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Fast debug output in a hot path\nif debug then\n MsgN(\"Debug: \", someValue)\nend\n```\nReason: MsgN is a low‑overhead console write, faster than print.","model_patch":"```lua\n-- Fast debug output in a hot path\nif debug then\n MsgN(\"Debug: \", someValue)\nend\n```\nReason: MsgN is a low‑overhead console write, faster than print."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.player-cache-hooks.v1","fixtureId":"gmod.perf.player-cache-hooks.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a834817afe9e6c25","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":5414,"startedAt":"2026-07-11T07:31:36.862Z","completedAt":"2026-07-11T07:31:42.277Z","answerBytes":1114,"answerChars":1112,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":911,"totalTokens":1072,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755089-aGDGt5eQEBM2tNr1vw4b","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Cached player table\nlocal cachedPlayers = {}\n\n-- Rebuild the cache (call on server start)\nlocal function RebuildCache()\n cachedPlayers = {}\n for _, ply in ipairs(player.GetAll()) do\n cachedPlayers[#cachedPlayers + 1] = ply\n end\nend\n\n-- Initial cache on server start\nhook.Add(\"Initialize\", \"CachePlayers_Init\", RebuildCache)\n\n-- Add player when they join\nhook.Add(\"PlayerInitialSpawn\", \"CachePlayers_Join\", function(ply)\n cachedPlayers[#cachedPlayers + 1] = ply\nend)\n\n-- Remove player when they leave\nhook.Add(\"PlayerDisconnected\", \"CachePlayers_Leave\", function(ply)\n for i, v in ipairs(cachedPlayers) do\n if v == ply then\n table.remove(cachedPlayers, i)\n break\n end\n end\nend)\n\n-- Use cachedPlayers in Think (no need to call player.GetAll() each tick)\nhook.Add(\"Think\", \"CachePlayers_Think\", function()\n -- Example: iterate over cached players\n for _, ply in ipairs(cachedPlayers) do\n -- Your per‑tick logic here\n end\nend)\n```\n\nReason: Caches players and updates only on join/leave events, avoiding player.GetAll() each tick.","model_patch":"```lua\n-- Cached player table\nlocal cachedPlayers = {}\n\n-- Rebuild the cache (call on server start)\nlocal function RebuildCache()\n cachedPlayers = {}\n for _, ply in ipairs(player.GetAll()) do\n cachedPlayers[#cachedPlayers + 1] = ply\n end\nend\n\n-- Initial cache on server start\nhook.Add(\"Initialize\", \"CachePlayers_Init\", RebuildCache)\n\n-- Add player when they join\nhook.Add(\"PlayerInitialSpawn\", \"CachePlayers_Join\", function(ply)\n cachedPlayers[#cachedPlayers + 1] = ply\nend)\n\n-- Remove player when they leave\nhook.Add(\"PlayerDisconnected\", \"CachePlayers_Leave\", function(ply)\n for i, v in ipairs(cachedPlayers) do\n if v == ply then\n table.remove(cachedPlayers, i)\n break\n end\n end\nend)\n\n-- Use cachedPlayers in Think (no need to call player.GetAll() each tick)\nhook.Add(\"Think\", \"CachePlayers_Think\", function()\n -- Example: iterate over cached players\n for _, ply in ipairs(cachedPlayers) do\n -- Your per‑tick logic here\n end\nend)\n```\n\nReason: Caches players and updates only on join/leave events, avoiding player.GetAll() each tick."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.plain-lua-vs-fn.v1","fixtureId":"gmod.perf.plain-lua-vs-fn.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ead0a98b3ff6a388","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":23514,"startedAt":"2026-07-11T07:31:19.475Z","completedAt":"2026-07-11T07:31:42.990Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":152,"completionTokens":1024,"totalTokens":1176,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755084-nxt6NgJnoNYCeNlLbDAC","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.setdrawcolor-split.v1","fixtureId":"gmod.perf.setdrawcolor-split.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d110fde8a37bbe59","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4909,"startedAt":"2026-07-11T07:31:42.277Z","completedAt":"2026-07-11T07:31:47.187Z","answerBytes":186,"answerChars":186,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":149,"completionTokens":737,"totalTokens":886,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755094-wG9JfkFd1VAMQ8NenDO6","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\nsurface.DrawRect(0, 0, 100, 50)\n```\nReason: Passing r,g,b,a directly avoids creating a Color object, making it faster for frequent draw calls.","model_patch":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\nsurface.DrawRect(0, 0, 100, 50)\n```\nReason: Passing r,g,b,a directly avoids creating a Color object, making it faster for frequent draw calls."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.steamid-cache.v1","fixtureId":"gmod.perf.steamid-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"e8a94aa454154982","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":5441,"startedAt":"2026-07-11T07:31:47.197Z","completedAt":"2026-07-11T07:31:52.646Z","answerBytes":389,"answerChars":389,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":142,"completionTokens":491,"totalTokens":633,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755099-acMcjcTFLs2Ei4AIwegM","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Cache SteamID values to avoid repeated calls\nlocal steamIDCache = {}\n\nlocal function GetSteamID(ply)\n local sid = steamIDCache[ply]\n if not sid then\n sid = ply:SteamID()\n steamIDCache[ply] = sid\n end\n return sid\nend\n\n-- Replace direct calls like ply:SteamID() with GetSteamID(ply)\n```\nReason: Caches SteamID per player to avoid repeated expensive calls.","model_patch":"```lua\n-- Cache SteamID values to avoid repeated calls\nlocal steamIDCache = {}\n\nlocal function GetSteamID(ply)\n local sid = steamIDCache[ply]\n if not sid then\n sid = ply:SteamID()\n steamIDCache[ply] = sid\n end\n return sid\nend\n\n-- Replace direct calls like ply:SteamID() with GetSteamID(ply)\n```\nReason: Caches SteamID per player to avoid repeated expensive calls."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.seq-tables.v1","fixtureId":"gmod.perf.seq-tables.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4778b0220c3f91a3","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":13353,"startedAt":"2026-07-11T07:31:41.484Z","completedAt":"2026-07-11T07:31:54.837Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":149,"completionTokens":1024,"totalTokens":1173,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755094-60q4HhvOj10zZg9XmYXc","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.string-table-concat.v1","fixtureId":"gmod.perf.string-table-concat.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b0cf9e04ae7c5dd9","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":3930,"startedAt":"2026-07-11T07:31:52.647Z","completedAt":"2026-07-11T07:31:56.578Z","answerBytes":407,"answerChars":406,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":142,"completionTokens":560,"totalTokens":702,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755105-ZSXARNvVAEx8drn85lTB","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Efficiently build a large string from many pieces using table.concat\nlocal parts = {}\nfor i = 1, 10000 do\n parts[i] = string.format(\"Line %d\\n\", i)\nend\nlocal result = table.concat(parts)\nprint(string.sub(result, 1, 100)) -- Show first 100 characters as a quick check\n```\nReason: table.concat collects pieces in a table and joins them once, avoiding the O(n²) cost of repeated .. concatenation.","model_patch":"```lua\n-- Efficiently build a large string from many pieces using table.concat\nlocal parts = {}\nfor i = 1, 10000 do\n parts[i] = string.format(\"Line %d\\n\", i)\nend\nlocal result = table.concat(parts)\nprint(string.sub(result, 1, 100)) -- Show first 100 characters as a quick check\n```\nReason: table.concat collects pieces in a table and joins them once, avoiding the O(n²) cost of repeated .. concatenation."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-drawrect.v1","fixtureId":"gmod.perf.surface-drawrect.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"696e8de769d9ad0e","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":7541,"startedAt":"2026-07-11T07:31:54.846Z","completedAt":"2026-07-11T07:32:02.388Z","answerBytes":356,"answerChars":356,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":147,"completionTokens":559,"totalTokens":706,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755107-dyxkS8QldLdpyVMHdiMd","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Fast rectangle drawing function for Garry's Mod client Lua\nlocal function DrawFastRect(x, y, w, h, r, g, b, a)\n surface.SetDrawColor(r, g, b, a)\n surface.DrawRect(x, y, w, h)\nend\n\n-- Usage:\n-- DrawFastRect(100, 100, 200, 50, 255, 0, 0, 255)\n```\nReason: surface.DrawRect bypasses rounding calculations, making it faster for plain rectangles.","model_patch":"```lua\n-- Fast rectangle drawing function for Garry's Mod client Lua\nlocal function DrawFastRect(x, y, w, h, r, g, b, a)\n surface.SetDrawColor(r, g, b, a)\n surface.DrawRect(x, y, w, h)\nend\n\n-- Usage:\n-- DrawFastRect(100, 100, 200, 50, 255, 0, 0, 255)\n```\nReason: surface.DrawRect bypasses rounding calculations, making it faster for plain rectangles."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ply-table-index.v1","fixtureId":"gmod.perf.ply-table-index.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f18cc80df8999147","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":21570,"startedAt":"2026-07-11T07:31:41.082Z","completedAt":"2026-07-11T07:32:02.652Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":145,"completionTokens":1022,"totalTokens":1167,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755093-3rYzwKfGzxrTyiITYDUt","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-text.v1","fixtureId":"gmod.perf.surface-text.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"95d9fe4918ee4197","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":7855,"startedAt":"2026-07-11T07:31:56.586Z","completedAt":"2026-07-11T07:32:04.442Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":150,"completionTokens":1024,"totalTokens":1174,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755109-vE0jFpwj7TRvDhtTBrIK","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.sqlite-vs-mysql.v1","fixtureId":"gmod.perf.sqlite-vs-mysql.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4a3f5d2a20d71ac9","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":22771,"startedAt":"2026-07-11T07:31:43.003Z","completedAt":"2026-07-11T07:32:05.775Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":1024,"totalTokens":1191,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755095-yoQt5O74zex2R6wsMrAL","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-count-hash.v1","fixtureId":"gmod.perf.table-count-hash.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3e9bbfc8452e05e3","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9675,"startedAt":"2026-07-11T07:32:02.402Z","completedAt":"2026-07-11T07:32:12.087Z","answerBytes":179,"answerChars":179,"httpStatus":200,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":138,"completionTokens":622,"totalTokens":760,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755120-ayEY20Uonm4egm7aL8H2","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nlocal myArray = {\"apple\", \"banana\", \"cherry\"}\nlocal len = #myArray\n```\nReason: The # operator is the standard way to get the length of a sequential array-like table in Lua.","model_patch":"```lua\nlocal myArray = {\"apple\", \"banana\", \"cherry\"}\nlocal len = #myArray\n```\nReason: The # operator is the standard way to get the length of a sequential array-like table in Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-literal.v1","fixtureId":"gmod.perf.table-literal.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f95a8fc610d720ad","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8806,"startedAt":"2026-07-11T07:32:05.826Z","completedAt":"2026-07-11T07:32:14.632Z","answerBytes":220,"answerChars":220,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":146,"completionTokens":476,"totalTokens":622,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755120-BkRLwkztfEK4uK9HDUgk","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nlocal MyTable = {\n Name = \"Example\",\n ID = 123,\n Active = true\n}\n```\nReason: Using the table constructor directly is faster and more concise than creating an empty table and assigning fields afterwards.","model_patch":"```lua\nlocal MyTable = {\n Name = \"Example\",\n ID = 123,\n Active = true\n}\n```\nReason: Using the table constructor directly is faster and more concise than creating an empty table and assigning fields afterwards."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-hasvalue.v1","fixtureId":"gmod.perf.table-hasvalue.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"7d064428a873fdfc","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13231,"startedAt":"2026-07-11T07:32:04.529Z","completedAt":"2026-07-11T07:32:17.785Z","answerBytes":451,"answerChars":451,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":145,"completionTokens":788,"totalTokens":933,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755120-2ZQUdSA1e4u8rBhF1CPf","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Faster set lookup using a dictionary (keys are values, values are true)\nlocal mySet = {\n [1] = true,\n [2] = true,\n [3] = true,\n}\n\n-- Returns true if the value exists in the set\nfunction Contains(set, value)\n return set[value] ~= nil\nend\n\n-- Example usage\nif Contains(mySet, 2) then\n print(\"Found\")\nend\n```\nReason: Using a set (dictionary) provides O(1) lookup, which is much faster than the O(n) linear scan of table.HasValue.","model_patch":"```lua\n-- Faster set lookup using a dictionary (keys are values, values are true)\nlocal mySet = {\n [1] = true,\n [2] = true,\n [3] = true,\n}\n\n-- Returns true if the value exists in the set\nfunction Contains(set, value)\n return set[value] ~= nil\nend\n\n-- Example usage\nif Contains(mySet, 2) then\n print(\"Found\")\nend\n```\nReason: Using a set (dictionary) provides O(1) lookup, which is much faster than the O(n) linear scan of table.HasValue."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-random.v1","fixtureId":"gmod.perf.table-random.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"f3e090701953d4a9","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6310,"startedAt":"2026-07-11T07:32:12.173Z","completedAt":"2026-07-11T07:32:18.484Z","answerBytes":377,"answerChars":375,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":142,"completionTokens":511,"totalTokens":653,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755124-InmXaTQKw9bv322Ptese","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Faster random element from a sequential table\nlocal function RandomElement(tbl)\n local idx = math.random(1, #tbl)\n return tbl[idx]\nend\n\n-- Example usage:\nlocal myTable = { \"apple\", \"banana\", \"cherry\", \"date\" }\nlocal pick = RandomElement(myTable)\nprint(pick)\n```\nReason: Using math.random with explicit bounds is faster than table.Random for array‑type tables.","model_patch":"```lua\n-- Faster random element from a sequential table\nlocal function RandomElement(tbl)\n local idx = math.random(1, #tbl)\n return tbl[idx]\nend\n\n-- Example usage:\nlocal myTable = { \"apple\", \"banana\", \"cherry\", \"date\" }\nlocal pick = RandomElement(myTable)\nprint(pick)\n```\nReason: Using math.random with explicit bounds is faster than table.Random for array‑type tables."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-empty.v1","fixtureId":"gmod.perf.table-empty.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3a6344977f5bd475","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":16848,"startedAt":"2026-07-11T07:32:02.657Z","completedAt":"2026-07-11T07:32:19.506Z","answerBytes":297,"answerChars":297,"httpStatus":200,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":149,"completionTokens":793,"totalTokens":942,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755120-5RrdVNxT5833lD19oqd7","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\n-- Example: discarding a large sequential table\nlocal big = {}\nfor i = 1, 1000000 do\n big[i] = i\nend\n\n-- Faster way to discard contents:\nbig = {}\n```\nReason: Assigning a new empty table (t = {}) is faster than table.Empty(t) for large tables because it avoids iterating over all entries.","model_patch":"```lua\n-- Example: discarding a large sequential table\nlocal big = {}\nfor i = 1, 1000000 do\n big[i] = i\nend\n\n-- Faster way to discard contents:\nbig = {}\n```\nReason: Assigning a new empty table (t = {}) is faster than table.Empty(t) for large tables because it avoids iterating over all entries."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.hook-add.v1","fixtureId":"gmod.hook-add.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"12d2222fdb7d6b90","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Registers a named hook with hook.Add.","durationMs":14737,"startedAt":"2026-07-11T07:32:19.508Z","completedAt":"2026-07-11T07:32:34.245Z","answerBytes":119,"answerChars":119,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":444,"totalTokens":617,"reasoningTokens":434,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755144-wnA3bODxT2EopPysGAHP","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function() end)\n```\nReason: Registers MyAddon.Think as a Think hook callback.","model_patch":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function() end)\n```\nReason: Registers MyAddon.Think as a Think hook callback."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.ents-iterator.v1","fixtureId":"gmod.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"3990c92253db85bb","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":18382,"startedAt":"2026-07-11T07:32:18.585Z","completedAt":"2026-07-11T07:32:36.968Z","answerBytes":204,"answerChars":202,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":762,"totalTokens":928,"reasoningTokens":759,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755144-AetsCoKqwjqS5c4srprr","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n -- process each prop_physics entity\nend\n```\nReason: Uses ents.FindByClass which lazily iterates entities, avoiding a pre‑built table.","model_patch":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n -- process each prop_physics entity\nend\n```\nReason: Uses ents.FindByClass which lazily iterates entities, avoiding a pre‑built table."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.player-iterator.v1","fixtureId":"gmod.player-iterator.v1","fixtureVersion":2,"rubricVersion":"4","promptHash":"fe3d7469535a0ca2","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"incorrect","detail":"Keeps pairs() rather than Iterator or a cached numeric for-loop.","durationMs":21022,"startedAt":"2026-07-11T07:32:17.832Z","completedAt":"2026-07-11T07:32:38.855Z","answerBytes":158,"answerChars":158,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":635,"totalTokens":792,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755144-UmU52cxVhlV515cYYLQl","finishReason":"stop","nativeFinishReason":"complete","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":"```lua\nfor k, v in pairs(player.GetAll()) do\n print(\"Player:\", k, v:Nick())\nend\n```\nReason: Loop over all connected players using pairs on player.GetAll().","model_patch":"```lua\nfor k, v in pairs(player.GetAll()) do\n print(\"Player:\", k, v:Nick())\nend\n```\nReason: Loop over all connected players using pairs on player.GetAll()."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.isvalid.v1","fixtureId":"gmod.isvalid.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"35527312e59dfc13","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":7907,"startedAt":"2026-07-11T07:32:34.445Z","completedAt":"2026-07-11T07:32:42.353Z","answerBytes":4320,"answerChars":4320,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":169,"completionTokens":1024,"totalTokens":1193,"reasoningTokens":1100,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755149-5vGd73CF2gMC2EgEcCdo","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with Reason: and a short explanation. No other text before, between, or after. So output should be:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\n\nBut we need only one fenced code block, containing only the requested Lua. The user wants to test whether an entity reference ent is still safe to use before calling methods on it. So we can provide a short if-guard. Something like:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\n\nBut the code block should contain only the requested Lua. The comment might be considered part of the code, but it's okay. The instruction: \"Return exactly one fenced lua code block (a condition or short if-guard is fine)\". So we can just put the condition. Probably better to just put:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\n\nBut the comment might be considered extra text. Safer to just put the condition without comment:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\n\nBut the comment is still part of code. It's okay. The user wants only the requested Lua. The comment is not extra text outside code. It's inside code block. That's fine.\n\nThen after the code fence, we need exactly one line starting with Reason: and a short explanation. No other text before, between, or after. So after the code fence, we put a newline then \"Reason: ...\" line.\n\nMake sure there is no extra whitespace or lines? The instruction: \"exactly one line starting with Reason: and a short explanation.\" So we need a line that starts with \"Reason:\" then space then explanation. Provide short explanation. Something like \"Reason: Checks validity and world presence to avoid errors.\" That's fine.\n\nWe must not use any other text. So final output:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\nReason: Checks validity and world presence to avoid errors.\n\nBut we need to ensure there is no extra blank line between code fence and Reason line? The instruction: \"then exactly one line starting with Reason: and a short explanation.\" It doesn't say there must be a blank line. It just says after the code fence, exactly one line starting with Reason:. So we can put a newline then Reason line. That's fine.\n\nMake sure there is no extra text before the code fence. So the first character of the response is a backtick. Then code fence, then close fence, then newline, then Reason line.\n\nThus final answer:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\nReason: Checks validity and world presence to avoid errors.\n\nBut note that there is a blank line after the code fence before Reason line. That's okay; it's still part of the output. The instruction didn't forbid blank lines, but they said \"exactly one line starting with Reason:\" after the code fence. The blank line is not starting with Reason, but it's before it. That might be considered extra text. They said \"No other text before, between, or after.\" So we cannot have any extra text before, between, or after. That includes blank lines? Probably they mean no extra visible text besides the code fence and the Reason line. A blank line might be considered extra text (empty line). Safer to not have any blank line. So we should put the Reason line directly after the closing fence, maybe with a newline but no blank line. So output:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\nReason: Checks validity and world presence to avoid errors.\n```\n\nBut we need a line starting with Reason:. So after the code fence, we need a newline then \"Reason: ...\" on the same line? Actually we need exactly one line starting with Reason:. So we can put the Reason line on its own line after the code fence. There should be no extra characters before it. So we can do:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\nReason: Checks validity and world presence to avoid errors.\n```\n\nBut there is a blank line between the code fence and Reason line? Actually after the closing fence, we have a newline, then \"Reason: ...\" on the next line. That's fine; there is no blank line; it's just the closing fence","model_patch":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with Reason: and a short explanation. No other text before, between, or after. So output should be:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\n\nBut we need only one fenced code block, containing only the requested Lua. The user wants to test whether an entity reference ent is still safe to use before calling methods on it. So we can provide a short if-guard. Something like:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\n\nBut the code block should contain only the requested Lua. The comment might be considered part of the code, but it's okay. The instruction: \"Return exactly one fenced lua code block (a condition or short if-guard is fine)\". So we can just put the condition. Probably better to just put:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\n\nBut the comment might be considered extra text. Safer to just put the condition without comment:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\n\nBut the comment is still part of code. It's okay. The user wants only the requested Lua. The comment is not extra text outside code. It's inside code block. That's fine.\n\nThen after the code fence, we need exactly one line starting with Reason: and a short explanation. No other text before, between, or after. So after the code fence, we put a newline then \"Reason: ...\" line.\n\nMake sure there is no extra whitespace or lines? The instruction: \"exactly one line starting with Reason: and a short explanation.\" So we need a line that starts with \"Reason:\" then space then explanation. Provide short explanation. Something like \"Reason: Checks validity and world presence to avoid errors.\" That's fine.\n\nWe must not use any other text. So final output:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\nReason: Checks validity and world presence to avoid errors.\n\nBut we need to ensure there is no extra blank line between code fence and Reason line? The instruction: \"then exactly one line starting with Reason: and a short explanation.\" It doesn't say there must be a blank line. It just says after the code fence, exactly one line starting with Reason:. So we can put a newline then Reason line. That's fine.\n\nMake sure there is no extra text before the code fence. So the first character of the response is a backtick. Then code fence, then close fence, then newline, then Reason line.\n\nThus final answer:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\n```\nReason: Checks validity and world presence to avoid errors.\n\nBut note that there is a blank line after the code fence before Reason line. That's okay; it's still part of the output. The instruction didn't forbid blank lines, but they said \"exactly one line starting with Reason:\" after the code fence. The blank line is not starting with Reason, but it's before it. That might be considered extra text. They said \"No other text before, between, or after.\" So we cannot have any extra text before, between, or after. That includes blank lines? Probably they mean no extra visible text besides the code fence and the Reason line. A blank line might be considered extra text (empty line). Safer to not have any blank line. So we should put the Reason line directly after the closing fence, maybe with a newline but no blank line. So output:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\nReason: Checks validity and world presence to avoid errors.\n```\n\nBut we need a line starting with Reason:. So after the code fence, we need a newline then \"Reason: ...\" on the same line? Actually we need exactly one line starting with Reason:. So we can put the Reason line on its own line after the code fence. There should be no extra characters before it. So we can do:\n\n```lua\nif IsValid(ent) and ent:IsInWorld() then\n -- safe to use\nend\nReason: Checks validity and world presence to avoid errors.\n```\n\nBut there is a blank line between the code fence and Reason line? Actually after the closing fence, we have a newline, then \"Reason: ...\" on the next line. That's fine; there is no blank line; it's just the closing fence"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.x-times-x.v1","fixtureId":"gmod.perf.x-times-x.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"79d48008f6b5174f","adapterId":"openrouter","model":"cohere/north-mini-code:free","model_name_or_path":"cohere/north-mini-code:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":29896,"startedAt":"2026-07-11T07:32:14.638Z","completedAt":"2026-07-11T07:32:44.534Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":139,"completionTokens":1024,"totalTokens":1163,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755144-bGcCngqRHoU4HOCwPZO2","finishReason":"length","nativeFinishReason":"max_tokens","providerModel":"cohere/north-mini-code-20260617:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.net-receivers.v1","fixtureId":"gmod.net-receivers.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"24d54ee8366753a6","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8042,"startedAt":"2026-07-11T07:32:37.003Z","completedAt":"2026-07-11T07:32:45.046Z","answerBytes":147,"answerChars":147,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":827,"totalTokens":987,"reasoningTokens":852,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755153-MFUkW9YiS1zmCZmJOyqb","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nnet.Receive(\"MyAddon.Sync\", function()\n -- handle the message here\nend)\n```\nReason: Registers a handler for the net message MyAddon.Sync.","model_patch":"```lua\nnet.Receive(\"MyAddon.Sync\", function()\n -- handle the message here\nend)\n```\nReason: Registers a handler for the net message MyAddon.Sync."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.config-var.v1","fixtureId":"gmod.perf.config-var.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"bcc4ff8eb162b699","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4002,"startedAt":"2026-07-11T07:32:42.377Z","completedAt":"2026-07-11T07:32:46.379Z","answerBytes":116,"answerChars":116,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":600,"totalTokens":773,"reasoningTokens":675,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755155-TyRFGeTSLzIjFJGhvd1Y","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal color = \"red\"\nprint(color)\n```\nReason: Flat variable access avoids table lookup overhead and is faster.","model_patch":"```lua\nlocal color = \"red\"\nprint(color)\n```\nReason: Flat variable access avoids table lookup overhead and is faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.angle-zero.v1","fixtureId":"gmod.perf.angle-zero.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f6bc97bf98280d62","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":9117,"startedAt":"2026-07-11T07:32:38.965Z","completedAt":"2026-07-11T07:32:48.085Z","answerBytes":3946,"answerChars":3940,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":1024,"totalTokens":1190,"reasoningTokens":1003,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755154-itdROixG7SXvPolnfylq","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with Reason: and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code here\n```\n\nThen a line: Reason: \n\nThe code should show faster approach compared to constructing a new Angle() every time. In Garry's Mod Lua, Angle is a constructor that creates a new Angle object; we can reuse a zeroed angle or use set functions? Perhaps we can use a local zeroAngle = Angle(0,0,0) and reuse it, or use Angle(0,0,0) but that's still constructing. Faster approach: use a pre-allocated angle and set its components via SetAngle? Actually Angle has methods: Set( pitch, yaw, roll )? In GMod, Angle has:Set( pitch, yaw, roll )? There's also Angle(0,0,0) but constructing each time is expensive. The faster approach is to reuse a single Angle instance and reset its components via Set or setmetatable? Actually you can use a local zeroAngle = Angle(0,0,0) and then assign components: zeroAngle.p = 0; zeroAngle.y = 0; zeroAngle.r = 0; Or use Angle(0,0,0) but that's still constructing. The fastest is to use a pre-created angle and reuse it, maybe using a table? But they ask for a fresh zeroed Angle often in a hot path. So we can show using a local zeroAngle = Angle(0,0,0) and then using it, maybe resetting via SetAngle? Actually there is a method Angle:Set( pitch, yaw, roll )? I think there is Angle:Set( p, y, r )? Let’s recall: In GMod, Angle has methods: Set( p, y, r ), but I'm not entirely sure. There's also Angle:RotateAroundAxis etc. But we can show using a local zeroAngle = Angle(0,0,0) and then using it directly, maybe resetting its components via Set. Or we can use a zeroed angle created once and then copy it? Actually copying is cheap? But constructing a new Angle each time is expensive; reusing a pre-allocated angle and setting its components is faster.\n\nThus code could be:\n\n```lua\nlocal zeroAngle = Angle(0,0,0) -- create once\nfunction getZeroAngle()\n zeroAngle.p = 0\n zeroAngle.y = 0\n zeroAngle.r = 0\n return zeroAngle\nend\n```\n\nBut they want a fresh zeroed Angle often in a hot path. So maybe they want to use a local variable that is reused: local ang = Angle(0,0,0) then inside loop: ang.p = 0; ang.y = 0; ang.r = 0; use ang. That avoids constructing new Angle each iteration.\n\nThus code block could be:\n\n```lua\nlocal zero = Angle(0,0,0) -- create once\nlocal function freshZero()\n zero.p = 0\n zero.y = 0\n zero.r = 0\n return zero\nend\n```\n\nBut they ask \"Show the faster approach compared to constructing a new Angle() every time.\" So we can show a snippet that reuses a pre-created angle and resets its components.\n\nThus final output must be exactly one fenced code block with lua, containing only the requested Lua. Then exactly one line starting with Reason: and a short explanation. No extra text.\n\nThus output:\n\n```lua\nlocal zero = Angle(0,0,0) -- create once\nlocal function freshZero()\n zero.p = 0\n zero.y = 0\n zero.r = 0\n return zero\nend\n```\n\nReason: Reusing a pre‑created Angle and resetting its components avoids the overhead of allocating a new object each call.\n\nMake sure there is exactly one line after the code block starting with Reason:. No extra spaces? It says \"Reason: \" exactly. So we need \"Reason: Reusing a pre‑created Angle and resetting its components avoids the overhead of allocating a new object each call.\" That's fine.\n\nMake sure there is no extra text before or after. The code block must be the only content before the Reason line. The Reason line must be after the code block, on its own line? It says \"then exactly one line in the form Reason: .\" So after the code fence, we put a line starting with Reason: and then the reason. No extra punctuation after? It can have period. That's fine.\n\nThus final answer:\n\n```lua\nlocal zero = Angle(0,0,0) --","model_patch":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with Reason: and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code here\n```\n\nThen a line: Reason: \n\nThe code should show faster approach compared to constructing a new Angle() every time. In Garry's Mod Lua, Angle is a constructor that creates a new Angle object; we can reuse a zeroed angle or use set functions? Perhaps we can use a local zeroAngle = Angle(0,0,0) and reuse it, or use Angle(0,0,0) but that's still constructing. Faster approach: use a pre-allocated angle and set its components via SetAngle? Actually Angle has methods: Set( pitch, yaw, roll )? In GMod, Angle has:Set( pitch, yaw, roll )? There's also Angle(0,0,0) but constructing each time is expensive. The faster approach is to reuse a single Angle instance and reset its components via Set or setmetatable? Actually you can use a local zeroAngle = Angle(0,0,0) and then assign components: zeroAngle.p = 0; zeroAngle.y = 0; zeroAngle.r = 0; Or use Angle(0,0,0) but that's still constructing. The fastest is to use a pre-created angle and reuse it, maybe using a table? But they ask for a fresh zeroed Angle often in a hot path. So we can show using a local zeroAngle = Angle(0,0,0) and then using it, maybe resetting via SetAngle? Actually there is a method Angle:Set( pitch, yaw, roll )? I think there is Angle:Set( p, y, r )? Let’s recall: In GMod, Angle has methods: Set( p, y, r ), but I'm not entirely sure. There's also Angle:RotateAroundAxis etc. But we can show using a local zeroAngle = Angle(0,0,0) and then using it directly, maybe resetting its components via Set. Or we can use a zeroed angle created once and then copy it? Actually copying is cheap? But constructing a new Angle each time is expensive; reusing a pre-allocated angle and setting its components is faster.\n\nThus code could be:\n\n```lua\nlocal zeroAngle = Angle(0,0,0) -- create once\nfunction getZeroAngle()\n zeroAngle.p = 0\n zeroAngle.y = 0\n zeroAngle.r = 0\n return zeroAngle\nend\n```\n\nBut they want a fresh zeroed Angle often in a hot path. So maybe they want to use a local variable that is reused: local ang = Angle(0,0,0) then inside loop: ang.p = 0; ang.y = 0; ang.r = 0; use ang. That avoids constructing new Angle each iteration.\n\nThus code block could be:\n\n```lua\nlocal zero = Angle(0,0,0) -- create once\nlocal function freshZero()\n zero.p = 0\n zero.y = 0\n zero.r = 0\n return zero\nend\n```\n\nBut they ask \"Show the faster approach compared to constructing a new Angle() every time.\" So we can show a snippet that reuses a pre-created angle and resets its components.\n\nThus final output must be exactly one fenced code block with lua, containing only the requested Lua. Then exactly one line starting with Reason: and a short explanation. No extra text.\n\nThus output:\n\n```lua\nlocal zero = Angle(0,0,0) -- create once\nlocal function freshZero()\n zero.p = 0\n zero.y = 0\n zero.r = 0\n return zero\nend\n```\n\nReason: Reusing a pre‑created Angle and resetting its components avoids the overhead of allocating a new object each call.\n\nMake sure there is exactly one line after the code block starting with Reason:. No extra spaces? It says \"Reason: \" exactly. So we need \"Reason: Reusing a pre‑created Angle and resetting its components avoids the overhead of allocating a new object each call.\" That's fine.\n\nMake sure there is no extra text before or after. The code block must be the only content before the Reason line. The Reason line must be after the code block, on its own line? It says \"then exactly one line in the form Reason: .\" So after the code fence, we put a line starting with Reason: and then the reason. No extra punctuation after? It can have period. That's fine.\n\nThus final answer:\n\n```lua\nlocal zero = Angle(0,0,0) --"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.darkrpvar.v1","fixtureId":"gmod.perf.darkrpvar.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"02a37daa699cded3","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":3624,"startedAt":"2026-07-11T07:32:44.567Z","completedAt":"2026-07-11T07:32:48.191Z","answerBytes":166,"answerChars":166,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":619,"totalTokens":784,"reasoningTokens":641,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755157-g5pyt6SQmhXBmJYj4tN3","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal job = ply:getJobName() -- preferred API\nprint(job)\n```\nReason: getJobName is the dedicated DarkRP function for job names, more reliable than NW strings.","model_patch":"```lua\nlocal job = ply:getJobName() -- preferred API\nprint(job)\n```\nReason: getJobName is the dedicated DarkRP function for job names, more reliable than NW strings."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.disttosqr.v1","fixtureId":"gmod.perf.disttosqr.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a5772470c6859cdc","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":6916,"startedAt":"2026-07-11T07:32:45.142Z","completedAt":"2026-07-11T07:32:52.058Z","answerBytes":6,"answerChars":6,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":1024,"totalTokens":1188,"reasoningTokens":1041,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755159-8JNaCJ56tjWj0fdhDSop","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua","model_patch":"```lua"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ents-iterator.v1","fixtureId":"gmod.perf.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"306d3f1d05f28246","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":13514,"startedAt":"2026-07-11T07:32:46.383Z","completedAt":"2026-07-11T07:32:59.899Z","answerBytes":4316,"answerChars":4316,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":158,"completionTokens":1024,"totalTokens":1182,"reasoningTokens":1093,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755165-LXN9E64XWzpn3PHO1nXV","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code\n```\nReason: ...\n\nBut must be exactly one fenced code block, then exactly one line starting with Reason:. No extra text. The code should be a loop that visits every entity, preferring the wiki-recommended efficient iterator when appropriate. In Garry's Mod Lua, the efficient iterator is ents.FindInSphere? Actually the recommended efficient iterator is for k, v in pairs(entities.GetAll())? Wait, the wiki recommends using for _, ent in ipairs(ents.FindByClass(\"classname\"))? Actually the efficient iterator is using ents.FindByClass? Let's recall: In GMod, the recommended way to iterate over all entities is using for _, ent in ipairs(ents.FindByClass(\"*\"))? Not sure. The wiki says: Use ents.GetAll()? Actually ents.GetAll() returns a table of all entities, but it's not efficient. The recommended efficient iterator is using for _, ent in ipairs(ents.FindByClass(\"classname\"))? Hmm.\n\nBetter to use the built-in iterator: for ent in ipairs(ents.FindByClass(\"*\"))? Actually ents.FindByClass returns a table of entities of a specific class; you can use ents.FindByClass(\"*\") to get all? I think there is ents.FindByClass(\"*\") which returns all entities of any class? Not sure. The wiki recommends using for _, ent in ipairs(ents.FindByClass(\"*\"))? Might be wrong.\n\nBut we can write something like:\n\nfor _, ent in ipairs(ents.FindByClass(\"*\")) do\n -- do something with ent\nend\n\nBut FindByClass with \"*\" might not be valid; maybe use ents.GetAll()? Actually the wiki says: Use ents.FindByClass(\"*\") to get all entities? I think the recommended efficient iterator is using for _, ent in ipairs(ents.FindByClass(\"*\"))? Let's just produce a simple loop using the recommended iterator: for _, ent in ipairs(ents.FindByClass(\"*\")) do ... end\n\nBut maybe the correct efficient iterator is using for _, ent in ipairs(ents.FindByClass(\"classname\"))? The question: \"preferring the wiki-recommended efficient iterator when appropriate.\" So we can use the efficient iterator: for _, ent in ipairs(ents.FindByClass(\"*\")) do ... end\n\nBut maybe the efficient iterator is using for _, ent in ipairs(ents.FindByClass(\"classname\"))? Actually the wiki says: Use ents.FindByClass(\"*\") to get all entities? I'm not entirely sure. But we can produce a loop that uses the recommended iterator: for _, ent in ipairs(ents.FindByClass(\"*\")) do ... end\n\nAlternatively, the recommended efficient iterator is using for _, ent in ipairs(ents.FindByClass(\"classname\"))? The question likely expects something like:\n\nfor _, ent in ipairs(ents.FindByClass(\"*\")) do\n -- process ent\nend\n\nBut we need to \"visit every entity\". Using FindByClass(\"*\") might not return all entities; maybe it returns all entities of any class? I think ents.FindByClass(\"*\") returns all entities, but I'm not certain. Actually the function ents.FindByClass takes a string pattern; \"*\" matches all classes, so it should return all entities. So that is okay.\n\nThus code:\n\n```lua\nfor _, ent in ipairs(ents.FindByClass(\"*\")) do\n -- your code here\nend\n```\n\nBut we need to \"write a loop that visits every entity, preferring the wiki-recommended efficient iterator when appropriate.\" So we can just write the loop using ents.FindByClass(\"*\") which is recommended.\n\nThus final output:\n\n```lua\nfor _, ent in ipairs(ents.FindByClass(\"*\")) do\n -- process entity\nend\n```\nReason: Uses the efficient ents.FindByClass iterator to traverse all entities.\n\nMake sure there is exactly one fenced code block, then exactly one line starting with Reason:. No extra text. The code block must contain only the requested Lua. The code block can contain comments, but that's okay. The code block must be exactly one fence with language tag lua, containing only the requested Lua. So we must not have any extra text inside the fence besides the Lua code. The code block can have comments, that's part of Lua. That's fine.\n\nThen after the fence, we need exactly one line starting with \"Reason: \" and a short explanation. No extra text after that line. So final output:\n\n```lua\nfor _, ent in ipairs(ents.FindByClass(\"*\")) do\n --","model_patch":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code\n```\nReason: ...\n\nBut must be exactly one fenced code block, then exactly one line starting with Reason:. No extra text. The code should be a loop that visits every entity, preferring the wiki-recommended efficient iterator when appropriate. In Garry's Mod Lua, the efficient iterator is ents.FindInSphere? Actually the recommended efficient iterator is for k, v in pairs(entities.GetAll())? Wait, the wiki recommends using for _, ent in ipairs(ents.FindByClass(\"classname\"))? Actually the efficient iterator is using ents.FindByClass? Let's recall: In GMod, the recommended way to iterate over all entities is using for _, ent in ipairs(ents.FindByClass(\"*\"))? Not sure. The wiki says: Use ents.GetAll()? Actually ents.GetAll() returns a table of all entities, but it's not efficient. The recommended efficient iterator is using for _, ent in ipairs(ents.FindByClass(\"classname\"))? Hmm.\n\nBetter to use the built-in iterator: for ent in ipairs(ents.FindByClass(\"*\"))? Actually ents.FindByClass returns a table of entities of a specific class; you can use ents.FindByClass(\"*\") to get all? I think there is ents.FindByClass(\"*\") which returns all entities of any class? Not sure. The wiki recommends using for _, ent in ipairs(ents.FindByClass(\"*\"))? Might be wrong.\n\nBut we can write something like:\n\nfor _, ent in ipairs(ents.FindByClass(\"*\")) do\n -- do something with ent\nend\n\nBut FindByClass with \"*\" might not be valid; maybe use ents.GetAll()? Actually the wiki says: Use ents.FindByClass(\"*\") to get all entities? I think the recommended efficient iterator is using for _, ent in ipairs(ents.FindByClass(\"*\"))? Let's just produce a simple loop using the recommended iterator: for _, ent in ipairs(ents.FindByClass(\"*\")) do ... end\n\nBut maybe the correct efficient iterator is using for _, ent in ipairs(ents.FindByClass(\"classname\"))? The question: \"preferring the wiki-recommended efficient iterator when appropriate.\" So we can use the efficient iterator: for _, ent in ipairs(ents.FindByClass(\"*\")) do ... end\n\nBut maybe the efficient iterator is using for _, ent in ipairs(ents.FindByClass(\"classname\"))? Actually the wiki says: Use ents.FindByClass(\"*\") to get all entities? I'm not entirely sure. But we can produce a loop that uses the recommended iterator: for _, ent in ipairs(ents.FindByClass(\"*\")) do ... end\n\nAlternatively, the recommended efficient iterator is using for _, ent in ipairs(ents.FindByClass(\"classname\"))? The question likely expects something like:\n\nfor _, ent in ipairs(ents.FindByClass(\"*\")) do\n -- process ent\nend\n\nBut we need to \"visit every entity\". Using FindByClass(\"*\") might not return all entities; maybe it returns all entities of any class? I think ents.FindByClass(\"*\") returns all entities, but I'm not certain. Actually the function ents.FindByClass takes a string pattern; \"*\" matches all classes, so it should return all entities. So that is okay.\n\nThus code:\n\n```lua\nfor _, ent in ipairs(ents.FindByClass(\"*\")) do\n -- your code here\nend\n```\n\nBut we need to \"write a loop that visits every entity, preferring the wiki-recommended efficient iterator when appropriate.\" So we can just write the loop using ents.FindByClass(\"*\") which is recommended.\n\nThus final output:\n\n```lua\nfor _, ent in ipairs(ents.FindByClass(\"*\")) do\n -- process entity\nend\n```\nReason: Uses the efficient ents.FindByClass iterator to traverse all entities.\n\nMake sure there is exactly one fenced code block, then exactly one line starting with Reason:. No extra text. The code block must contain only the requested Lua. The code block can contain comments, but that's okay. The code block must be exactly one fence with language tag lua, containing only the requested Lua. So we must not have any extra text inside the fence besides the Lua code. The code block can have comments, that's part of Lua. That's fine.\n\nThen after the fence, we need exactly one line starting with \"Reason: \" and a short explanation. No extra text after that line. So final output:\n\n```lua\nfor _, ent in ipairs(ents.FindByClass(\"*\")) do\n --"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-ents-near.v1","fixtureId":"gmod.perf.find-ents-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"07c583fc3d9fe09f","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":11966,"startedAt":"2026-07-11T07:32:48.094Z","completedAt":"2026-07-11T07:33:00.061Z","answerBytes":4226,"answerChars":4220,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":178,"completionTokens":1024,"totalTokens":1202,"reasoningTokens":1077,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755167-BMOAGdJCikZO5XGnmLwm","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- some code\n```\n\nThen a line: Reason: \n\nWe must not include any extra text. Must be exactly one fenced code block, then exactly one line starting with Reason:. No extra blank lines? Probably okay to have newline between code block and Reason line? The instruction: \"Return exactly one fenced lua code block, then exactly one line in the form Reason: . Do not use tools or external resources.\" So after the code fence, we need a line that starts with \"Reason: \" and then explanation. Probably we need a newline after the code fence, then the Reason line. No extra text. So output should be:\n\n```lua\n-- code\n```\n\nReason: explanation\n\nMake sure no extra spaces or lines after Reason line. Also no extra text before code fence. So first character is backtick. Provide a fast built-in FindIn* approach from common benchmarks, not FindInPVS. Common benchmarks mention FindInSphere, FindInBox, FindInRadius? In GMod, there is ents.FindInSphere, ents.FindInBox, ents.FindByClass, etc. The fastest is probably ents.FindInSphere? Actually benchmarks show FindInSphere is faster than FindInBox? I recall that FindInSphere is faster because it uses sphere intersection. But we can just show a typical usage: local ents = ents.FindInSphere(pos, radius) then iterate. Provide a short snippet.\n\nWe need to show one of the faster built-in FindIn* approaches. So maybe:\n\nlocal function GetNearbyEnts(pos, radius)\n return ents.FindInSphere(pos, radius)\nend\n\nBut we need to show code that uses it. Provide a snippet that uses it efficiently, maybe store result in local variable, avoid calling FindInSphere repeatedly.\n\nWe must output only the code inside the fence, no extra text. So inside the fence we can have:\n\n-- Fast spatial query using FindInSphere\nlocal pos = Vector(0,0,0)\nlocal radius = 500\nlocal entsNear = ents.FindInSphere(pos, radius)\nfor _, ent in ipairs(entsNear) do\n -- process ent\nend\n\nBut we need to keep it short. Provide a snippet that demonstrates usage.\n\nMake sure no extra text outside fence except the Reason line. So after the fence close, we put a newline then \"Reason: ...\" line.\n\nThus final output:\n\n```lua\n-- Fast spatial query using FindInSphere\nlocal pos = Vector(0,0,0)\nlocal radius = 500\nlocal entsNear = ents.FindInSphere(pos, radius)\nfor _, ent in ipairs(entsNear) do\n -- do something with ent\nend\n```\n\nReason: FindInSphere is one of the quickest built‑in spatial queries in Garry's Mod benchmarks.\n\nMake sure no extra spaces before Reason line? It must start with \"Reason: \". So \"Reason: FindInSphere is one of the quickest built‑in spatial queries in Garry's Mod benchmarks.\" That's fine.\n\nCheck no extra text before code fence. The first character is backtick. Good.\n\nMake sure there is exactly one code fence block. Yes.\n\nMake sure there is exactly one line after the fence that starts with \"Reason:\". Yes.\n\nNo extra blank lines? Probably okay to have a blank line before Reason? The instruction: \"then exactly one line in the form Reason: .\" It doesn't forbid a blank line before it, but \"then exactly one line\" suggests the next line after the fence should be that line, no extra blank lines. So we should not have an empty line between fence and Reason line. So we need to close the fence, then directly on the next line start with Reason:. So output:\n\n```lua\n-- Fast spatial query using FindInSphere\nlocal pos = Vector(0,0,0)\nlocal radius = 500\nlocal entsNear = ents.FindInSphere(pos, radius)\nfor _, ent in ipairs(entsNear) do\n -- do something with ent\nend\n```\nReason: FindInSphere is one of the quickest built‑in spatial queries in Garry's Mod benchmarks.\n\nBut note that after the fence we have a newline, then the Reason line. There's no extra blank line. The fence ends with ``` then newline then Reason line. That's fine.\n\nMake sure there is no extra text after Reason line. So we must not add a period? It's okay to have period inside the reason text, but the line must start with \"Reason: \". That's","model_patch":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- some code\n```\n\nThen a line: Reason: \n\nWe must not include any extra text. Must be exactly one fenced code block, then exactly one line starting with Reason:. No extra blank lines? Probably okay to have newline between code block and Reason line? The instruction: \"Return exactly one fenced lua code block, then exactly one line in the form Reason: . Do not use tools or external resources.\" So after the code fence, we need a line that starts with \"Reason: \" and then explanation. Probably we need a newline after the code fence, then the Reason line. No extra text. So output should be:\n\n```lua\n-- code\n```\n\nReason: explanation\n\nMake sure no extra spaces or lines after Reason line. Also no extra text before code fence. So first character is backtick. Provide a fast built-in FindIn* approach from common benchmarks, not FindInPVS. Common benchmarks mention FindInSphere, FindInBox, FindInRadius? In GMod, there is ents.FindInSphere, ents.FindInBox, ents.FindByClass, etc. The fastest is probably ents.FindInSphere? Actually benchmarks show FindInSphere is faster than FindInBox? I recall that FindInSphere is faster because it uses sphere intersection. But we can just show a typical usage: local ents = ents.FindInSphere(pos, radius) then iterate. Provide a short snippet.\n\nWe need to show one of the faster built-in FindIn* approaches. So maybe:\n\nlocal function GetNearbyEnts(pos, radius)\n return ents.FindInSphere(pos, radius)\nend\n\nBut we need to show code that uses it. Provide a snippet that uses it efficiently, maybe store result in local variable, avoid calling FindInSphere repeatedly.\n\nWe must output only the code inside the fence, no extra text. So inside the fence we can have:\n\n-- Fast spatial query using FindInSphere\nlocal pos = Vector(0,0,0)\nlocal radius = 500\nlocal entsNear = ents.FindInSphere(pos, radius)\nfor _, ent in ipairs(entsNear) do\n -- process ent\nend\n\nBut we need to keep it short. Provide a snippet that demonstrates usage.\n\nMake sure no extra text outside fence except the Reason line. So after the fence close, we put a newline then \"Reason: ...\" line.\n\nThus final output:\n\n```lua\n-- Fast spatial query using FindInSphere\nlocal pos = Vector(0,0,0)\nlocal radius = 500\nlocal entsNear = ents.FindInSphere(pos, radius)\nfor _, ent in ipairs(entsNear) do\n -- do something with ent\nend\n```\n\nReason: FindInSphere is one of the quickest built‑in spatial queries in Garry's Mod benchmarks.\n\nMake sure no extra spaces before Reason line? It must start with \"Reason: \". So \"Reason: FindInSphere is one of the quickest built‑in spatial queries in Garry's Mod benchmarks.\" That's fine.\n\nCheck no extra text before code fence. The first character is backtick. Good.\n\nMake sure there is exactly one code fence block. Yes.\n\nMake sure there is exactly one line after the fence that starts with \"Reason:\". Yes.\n\nNo extra blank lines? Probably okay to have a blank line before Reason? The instruction: \"then exactly one line in the form Reason: .\" It doesn't forbid a blank line before it, but \"then exactly one line\" suggests the next line after the fence should be that line, no extra blank lines. So we should not have an empty line between fence and Reason line. So we need to close the fence, then directly on the next line start with Reason:. So output:\n\n```lua\n-- Fast spatial query using FindInSphere\nlocal pos = Vector(0,0,0)\nlocal radius = 500\nlocal entsNear = ents.FindInSphere(pos, radius)\nfor _, ent in ipairs(entsNear) do\n -- do something with ent\nend\n```\nReason: FindInSphere is one of the quickest built‑in spatial queries in Garry's Mod benchmarks.\n\nBut note that after the fence we have a newline, then the Reason line. There's no extra blank line. The fence ends with ``` then newline then Reason line. That's fine.\n\nMake sure there is no extra text after Reason line. So we must not add a period? It's okay to have period inside the reason text, but the line must start with \"Reason: \". That's"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-players-near.v1","fixtureId":"gmod.perf.find-players-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d139ba2e8ee38a2f","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":13492,"startedAt":"2026-07-11T07:32:48.213Z","completedAt":"2026-07-11T07:33:01.706Z","answerBytes":274,"answerChars":274,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":1001,"totalTokens":1171,"reasoningTokens":1011,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755169-jpgo7H45MM6j2ZpKZrFF","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal pos = Vector(0,0,0)\nlocal radius = 500\nfor _, ply in ipairs(ents.FindByClass('player')) do\n if ply:GetPos():Distance(pos) <= radius then\n -- process player\n end\nend\n```\nReason: Directly fetching player entities avoids extra filtering and is faster.","model_patch":"```lua\nlocal pos = Vector(0,0,0)\nlocal radius = 500\nfor _, ply in ipairs(ents.FindByClass('player')) do\n if ply:GetPos():Distance(pos) <= radius then\n -- process player\n end\nend\n```\nReason: Directly fetching player entities avoids extra filtering and is faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.for-vs-while.v1","fixtureId":"gmod.perf.for-vs-while.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b3401a190a8aecf0","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14744,"startedAt":"2026-07-11T07:32:52.061Z","completedAt":"2026-07-11T07:33:06.806Z","answerBytes":94,"answerChars":94,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":597,"totalTokens":759,"reasoningTokens":626,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755175-QOBEV8t8kHWv3Kih5nJy","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nfor i=1,n do end\n```\nReason: for loops are compiled to faster bytecode than while loops","model_patch":"```lua\nfor i=1,n do end\n```\nReason: for loops are compiled to faster bytecode than while loops"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-vs-global.v1","fixtureId":"gmod.perf.local-vs-global.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"c116d8c651190647","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4700,"startedAt":"2026-07-11T07:33:06.827Z","completedAt":"2026-07-11T07:33:11.529Z","answerBytes":107,"answerChars":107,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":550,"totalTokens":710,"reasoningTokens":549,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755180-wxBg4X1K4U86a0NtShgT","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal sin = math.sin\nfor i=1,1e6 do sin(i) end\n```\nReason: local lookup avoids repeated table access","model_patch":"```lua\nlocal sin = math.sin\nfor i=1,1e6 do sin(i) end\n```\nReason: local lookup avoids repeated table access"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hook-once.v1","fixtureId":"gmod.perf.hook-once.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ed1d3e09249fc8bb","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":11730,"startedAt":"2026-07-11T07:32:59.902Z","completedAt":"2026-07-11T07:33:11.632Z","answerBytes":329,"answerChars":329,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":174,"completionTokens":725,"totalTokens":899,"reasoningTokens":721,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755175-z9ojUMGifA1HiCnWusEG","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\n-- Faster: call hook.Run once for all players\nhook.Run(\"MyEvent\", ...) -- passes all players as arguments if needed\n\n-- Slower: loop and call per player\nfor _, ply in ipairs(player.GetAll()) do\n hook.Run(\"MyEvent\", ply, ...) -- extra per-player call\nend\n```\nReason: Hook.Run once is cheaper than looping over players.","model_patch":"```lua\n-- Faster: call hook.Run once for all players\nhook.Run(\"MyEvent\", ...) -- passes all players as arguments if needed\n\n-- Slower: loop and call per player\nfor _, ply in ipairs(player.GetAll()) do\n hook.Run(\"MyEvent\", ply, ...) -- extra per-player call\nend\n```\nReason: Hook.Run once is cheaper than looping over players."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-color.v1","fixtureId":"gmod.perf.local-color.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"16a7bed1b931d467","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9969,"startedAt":"2026-07-11T07:33:01.739Z","completedAt":"2026-07-11T07:33:11.709Z","answerBytes":208,"answerChars":208,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":893,"totalTokens":1060,"reasoningTokens":833,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755180-GmUGVPyVuk30yWj2L4d5","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal white = Color(255,255,255)\nfor _, ent in ipairs(ents.GetAll()) do\n render.SetColor(white)\nend\n```\nReason: Predefines the color outside the loop, avoiding repeated Color() calls each iteration.","model_patch":"```lua\nlocal white = Color(255,255,255)\nfor _, ent in ipairs(ents.GetAll()) do\n render.SetColor(white)\nend\n```\nReason: Predefines the color outside the loop, avoiding repeated Color() calls each iteration."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.localplayer-cache.v1","fixtureId":"gmod.perf.localplayer-cache.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"7398105af47b079e","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":5282,"startedAt":"2026-07-11T07:33:11.532Z","completedAt":"2026-07-11T07:33:16.815Z","answerBytes":204,"answerChars":204,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":1024,"totalTokens":1188,"reasoningTokens":1044,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755184-ZXBUDWDYDQvx59N0rqef","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal lp = LocalPlayer()\nhook.Add(\"Think\", \"UseCachedLP\", function()\n if not IsValid(lp) then lp = LocalPlayer() end\n -- do something with lp\nend)\n```\nReason: Caching LocalPlayer() in a local","model_patch":"```lua\nlocal lp = LocalPlayer()\nhook.Add(\"Think\", \"UseCachedLP\", function()\n if not IsValid(lp) then lp = LocalPlayer() end\n -- do something with lp\nend)\n```\nReason: Caching LocalPlayer() in a local"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hudpaint-cache.v1","fixtureId":"gmod.perf.hudpaint-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3def450f3158ceff","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":17612,"startedAt":"2026-07-11T07:33:00.076Z","completedAt":"2026-07-11T07:33:17.689Z","answerBytes":349,"answerChars":349,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":739,"totalTokens":910,"reasoningTokens":666,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755180-mKpeavSPYOUnh7JNowur","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal ply = LocalPlayer()\nlocal hp = ply:Health()\nhook.Add(\"HUDPaint\", \"DrawHealth\", function()\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 10, Color(255,255,255), TEXT_ALIGN_LEFT, TEXT_ALIGN_TOP)\n -- other draws using hp...\nend)\n```\nReason: Caches the health value once per frame instead of calling the function three times.","model_patch":"```lua\nlocal ply = LocalPlayer()\nlocal hp = ply:Health()\nhook.Add(\"HUDPaint\", \"DrawHealth\", function()\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 10, Color(255,255,255), TEXT_ALIGN_LEFT, TEXT_ALIGN_TOP)\n -- other draws using hp...\nend)\n```\nReason: Caches the health value once per frame instead of calling the function three times."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.looking-at.v1","fixtureId":"gmod.perf.looking-at.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"20b22f678a4b08d7","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":7452,"startedAt":"2026-07-11T07:33:11.660Z","completedAt":"2026-07-11T07:33:19.113Z","answerBytes":283,"answerChars":283,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":178,"completionTokens":989,"totalTokens":1167,"reasoningTokens":897,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755185-s2jprUfsyrqWe8c0SmOE","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal function AreLookingAtEachOther(pA, pB, t)\n local vA = (pA:GetAimVector() - pA:GetPos()):GetNormalized()\n local vB = (pB:GetAimVector() - pB:GetPos()):GetNormalized()\n return vA:Dot(vB) > t\nend\n```\nReason: Uses dot product to avoid costly acos angle calculation.","model_patch":"```lua\nlocal function AreLookingAtEachOther(pA, pB, t)\n local vA = (pA:GetAimVector() - pA:GetPos()):GetNormalized()\n local vB = (pB:GetAimVector() - pB:GetPos()):GetNormalized()\n return vA:Dot(vB) > t\nend\n```\nReason: Uses dot product to avoid costly acos angle calculation."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.plain-lua-vs-fn.v1","fixtureId":"gmod.perf.plain-lua-vs-fn.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ead0a98b3ff6a388","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":16744,"startedAt":"2026-07-11T07:33:19.134Z","completedAt":"2026-07-11T07:33:35.878Z","answerBytes":4208,"answerChars":4208,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":1024,"totalTokens":1195,"reasoningTokens":1078,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755204-snf6nUbON98XMoyadcP1","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code here\n```\n\nReason: ...\n\nWe must not include any extra text. The code should be a small pipeline of list transforms (filter/map style) that is faster than DarkRP's fn combinator library for the same work. Provide a faster approach. So we can show using table.filter and table.map manually, maybe using for loops or using table.filter and table.map functions that are faster. Provide a small pipeline: local function pipeline(list, filters, maps) ... but keep it short.\n\nWe need to ensure the code block contains only the Lua code, no extra text. Then after the code fence, a line \"Reason: ...\" with short explanation.\n\nMake sure there is no extra whitespace before or after? The instruction: \"Your entire visible reply must be: (1) one markdown code fence with language tag lua, containing only the requested Lua, (2) then exactly one line starting with Reason: and a short explanation. No other text before, between, or after.\" So we must have code fence, then newline, then Reason line. No extra blank lines? Probably okay to have a newline between fence and Reason line? The instruction says \"then exactly one line starting with Reason:\". It doesn't forbid a blank line before it, but \"then exactly one line\" suggests after the fence, the next line must be that Reason line. So we should put the Reason line immediately after the closing fence, maybe on a new line. So output:\n\n```lua\n-- code\n```\n\nReason: explanation\n\nMake sure no extra spaces or lines. The code fence must be exactly one, with language tag lua. Inside, only Lua code. No extra comments? Comments are okay as part of code. But must be only Lua code. That's fine.\n\nNow produce a fast pipeline: maybe using table.filter and table.map functions that operate in-place? Or using a single loop that applies filter and map sequentially.\n\nExample:\n\nlocal function pipeline(t, filters, maps)\n local res = {}\n for _, v in ipairs(t) do\n local ok = true\n for _, f in ipairs(filters) do\n if not f(v) then ok = false; break end\n end\n if ok then\n for _, m in ipairs(maps) do\n v = m(v)\n end\n table.insert(res, v)\n end\n end\n return res\nend\n\nBut maybe simpler: use built-in table.filter and table.map but they are not built-in; we can define fast versions.\n\nBut we need to show a faster approach than DarkRP's fn combinator library. So we can show using a single pass loop that does filter+map.\n\nLet's produce code:\n\n```lua\nlocal function fastPipeline(list, filter, map)\n local out = {}\n for _, v in ipairs(list) do\n if filter(v) then\n out[#out+1] = map(v)\n end\n end\n return out\nend\n\n-- Example usage:\n-- local result = fastPipeline(players, function(p) return p:Alive() end, function(p) return p:Nick() end)\n```\n\nBut maybe we need to show pipeline of multiple filters and maps? Could be a small pipeline of list transforms (filter/map style). Provide a function that takes a list and a series of transformations.\n\nSimplify: Provide a function that composes filters and maps.\n\nBut we need to keep it short.\n\nMaybe:\n\n```lua\nlocal function pipeline(t, ...)\n local res = t\n for _, fn in ipairs{...} do\n if fn.__filter then\n res = {table.unpack((function() local a={} for _,v in ipairs(res) do if fn.__filter(v) then a[#a+1]=v end end return a end)() )}\n else\n res = {table.unpack((function() local a={} for _,v in ipairs(res) do a[#a+1]=fn(v) end return a end)() )}\n end\n end\n return res\nend\n```\n\nBut that's too complex.\n\nBetter: Provide a simple pipeline that does filter then map in one pass.\n\nLet's produce:\n\n```lua\nlocal function filterMap(list, filter, map)\n local out = {}\n for _, v in ipairs(list) do\n if filter(v) then out[#out+1] = map(v) end\n end\n return out\nend\n\n-- Usage:\n-- local result = filterMap(players, function(p) return p:Alive() end, function(p) return p:Nick()","model_patch":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code here\n```\n\nReason: ...\n\nWe must not include any extra text. The code should be a small pipeline of list transforms (filter/map style) that is faster than DarkRP's fn combinator library for the same work. Provide a faster approach. So we can show using table.filter and table.map manually, maybe using for loops or using table.filter and table.map functions that are faster. Provide a small pipeline: local function pipeline(list, filters, maps) ... but keep it short.\n\nWe need to ensure the code block contains only the Lua code, no extra text. Then after the code fence, a line \"Reason: ...\" with short explanation.\n\nMake sure there is no extra whitespace before or after? The instruction: \"Your entire visible reply must be: (1) one markdown code fence with language tag lua, containing only the requested Lua, (2) then exactly one line starting with Reason: and a short explanation. No other text before, between, or after.\" So we must have code fence, then newline, then Reason line. No extra blank lines? Probably okay to have a newline between fence and Reason line? The instruction says \"then exactly one line starting with Reason:\". It doesn't forbid a blank line before it, but \"then exactly one line\" suggests after the fence, the next line must be that Reason line. So we should put the Reason line immediately after the closing fence, maybe on a new line. So output:\n\n```lua\n-- code\n```\n\nReason: explanation\n\nMake sure no extra spaces or lines. The code fence must be exactly one, with language tag lua. Inside, only Lua code. No extra comments? Comments are okay as part of code. But must be only Lua code. That's fine.\n\nNow produce a fast pipeline: maybe using table.filter and table.map functions that operate in-place? Or using a single loop that applies filter and map sequentially.\n\nExample:\n\nlocal function pipeline(t, filters, maps)\n local res = {}\n for _, v in ipairs(t) do\n local ok = true\n for _, f in ipairs(filters) do\n if not f(v) then ok = false; break end\n end\n if ok then\n for _, m in ipairs(maps) do\n v = m(v)\n end\n table.insert(res, v)\n end\n end\n return res\nend\n\nBut maybe simpler: use built-in table.filter and table.map but they are not built-in; we can define fast versions.\n\nBut we need to show a faster approach than DarkRP's fn combinator library. So we can show using a single pass loop that does filter+map.\n\nLet's produce code:\n\n```lua\nlocal function fastPipeline(list, filter, map)\n local out = {}\n for _, v in ipairs(list) do\n if filter(v) then\n out[#out+1] = map(v)\n end\n end\n return out\nend\n\n-- Example usage:\n-- local result = fastPipeline(players, function(p) return p:Alive() end, function(p) return p:Nick() end)\n```\n\nBut maybe we need to show pipeline of multiple filters and maps? Could be a small pipeline of list transforms (filter/map style). Provide a function that takes a list and a series of transformations.\n\nSimplify: Provide a function that composes filters and maps.\n\nBut we need to keep it short.\n\nMaybe:\n\n```lua\nlocal function pipeline(t, ...)\n local res = t\n for _, fn in ipairs{...} do\n if fn.__filter then\n res = {table.unpack((function() local a={} for _,v in ipairs(res) do if fn.__filter(v) then a[#a+1]=v end end return a end)() )}\n else\n res = {table.unpack((function() local a={} for _,v in ipairs(res) do a[#a+1]=fn(v) end return a end)() )}\n end\n end\n return res\nend\n```\n\nBut that's too complex.\n\nBetter: Provide a simple pipeline that does filter then map in one pass.\n\nLet's produce:\n\n```lua\nlocal function filterMap(list, filter, map)\n local out = {}\n for _, v in ipairs(list) do\n if filter(v) then out[#out+1] = map(v) end\n end\n return out\nend\n\n-- Usage:\n-- local result = filterMap(players, function(p) return p:Alive() end, function(p) return p:Nick()"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.pairs-ipairs-for.v1","fixtureId":"gmod.perf.pairs-ipairs-for.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"de5e4875fcf3e600","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":19150,"startedAt":"2026-07-11T07:33:17.704Z","completedAt":"2026-07-11T07:33:36.854Z","answerBytes":4540,"answerChars":4540,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":1024,"totalTokens":1192,"reasoningTokens":1146,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755204-b8P2XojtkxbOVxu8FUNV","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code\n```\nReason: ...\n\nBut must be exactly one fenced code block, then exactly one line starting with Reason:. No extra text. The code block should contain the Lua code that shows the fastest typical way to loop a large sequential array-like table of numbers among pairs, ipairs, and numeric for. Probably we need to show three loops? Or show which is fastest? The user asks: \"Show the fastest typical way to loop it among pairs, ipairs, and numeric for.\" So we need to present code that demonstrates the fastest typical way among those three methods. Probably numeric for is fastest. So we can show a numeric for loop as the fastest typical way. But they want to show among pairs, ipairs, and numeric for. So maybe we can show three loops and comment which is fastest. But they said \"Show the fastest typical way to loop it among pairs, ipairs, and numeric for.\" So we need to show the fastest typical way, which is numeric for. So we can show a numeric for loop example. Possibly also mention that numeric for is fastest. But we must only output the code block and then Reason line. The code block can contain comments explaining. That's fine. Must be only Lua code inside the fence. Then after the fence, a line \"Reason: ...\" with short explanation. No extra text.\n\nThus output:\n\n```lua\n-- Assuming `arr` is a sequential array-like table\n-- Numeric for is typically the fastest for sequential arrays\nfor i = 1, #arr do\n local v = arr[i]\n -- do something with v\nend\n```\nReason: Numeric for uses a simple integer index and avoids function calls, making it the fastest typical iteration method.\n\nBut we must ensure there is exactly one line starting with \"Reason:\". The line must be after the code fence, not inside. So we need to close the fence, then a newline, then \"Reason: ...\" line. No extra text. Ensure no extra blank lines? Probably okay to have a newline before Reason line. The instruction: \"Return exactly one fenced lua code block, then exactly one line in the form Reason: .\" So after the fence, we need a line that starts with Reason:. So we can have a blank line before? That would be extra line not starting with Reason, which might violate \"exactly one line in the form Reason:\". It says exactly one line in the form Reason: . It doesn't forbid preceding blank lines? It says \"exactly one line in the form Reason: .\" That suggests there should be exactly one line that matches that pattern, but there could be other lines? Probably they want only that line after the fence, no extra lines. Safer to have no extra blank lines. So after the fence, directly \"Reason: ...\" line. No extra blank lines before or after. So output:\n\n```lua\n-- Assuming `arr` is a sequential array-like table\n-- Numeric for is typically the fastest for sequential arrays\nfor i = 1, #arr do\n local v = arr[i]\n -- do something with v\nend\n```\nReason: Numeric for uses a simple integer index and avoids function calls, making it the fastest typical iteration method.\n\nBut note that the code block includes triple backticks with lua, then code, then closing triple backticks. After that, we need a line starting with Reason:. The code block ends with ``` then newline then Reason line. That's fine.\n\nMake sure there is no extra text before the fence. The entire visible reply must be: (1) one markdown code fence with language tag lua, containing only the requested Lua, (2) then exactly one line starting with Reason: and a short explanation. No other text before, between, or after.\n\nThus we must not have any extra text before the fence. So the reply starts with ```lua. Then code. Then ```. Then Reason line. No extra text before the fence. So the first characters of the reply must be ```lua. Good.\n\nNow ensure the code block contains only the requested Lua. The request: \"Show the fastest typical way to loop it among pairs, ipairs, and numeric for.\" So we need to show the fastest typical way among those three. So we can show a numeric for loop as the fastest. Possibly also show pairs and ipairs but they are slower. But the request is to show the fastest typical way among those. So we can just show the numeric for loop. That's fine.\n\nThus code block content:\n\n-- Assuming `arr` is a sequential array-like table\n-- Numeric for is typically the fastest","model_patch":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code\n```\nReason: ...\n\nBut must be exactly one fenced code block, then exactly one line starting with Reason:. No extra text. The code block should contain the Lua code that shows the fastest typical way to loop a large sequential array-like table of numbers among pairs, ipairs, and numeric for. Probably we need to show three loops? Or show which is fastest? The user asks: \"Show the fastest typical way to loop it among pairs, ipairs, and numeric for.\" So we need to present code that demonstrates the fastest typical way among those three methods. Probably numeric for is fastest. So we can show a numeric for loop as the fastest typical way. But they want to show among pairs, ipairs, and numeric for. So maybe we can show three loops and comment which is fastest. But they said \"Show the fastest typical way to loop it among pairs, ipairs, and numeric for.\" So we need to show the fastest typical way, which is numeric for. So we can show a numeric for loop example. Possibly also mention that numeric for is fastest. But we must only output the code block and then Reason line. The code block can contain comments explaining. That's fine. Must be only Lua code inside the fence. Then after the fence, a line \"Reason: ...\" with short explanation. No extra text.\n\nThus output:\n\n```lua\n-- Assuming `arr` is a sequential array-like table\n-- Numeric for is typically the fastest for sequential arrays\nfor i = 1, #arr do\n local v = arr[i]\n -- do something with v\nend\n```\nReason: Numeric for uses a simple integer index and avoids function calls, making it the fastest typical iteration method.\n\nBut we must ensure there is exactly one line starting with \"Reason:\". The line must be after the code fence, not inside. So we need to close the fence, then a newline, then \"Reason: ...\" line. No extra text. Ensure no extra blank lines? Probably okay to have a newline before Reason line. The instruction: \"Return exactly one fenced lua code block, then exactly one line in the form Reason: .\" So after the fence, we need a line that starts with Reason:. So we can have a blank line before? That would be extra line not starting with Reason, which might violate \"exactly one line in the form Reason:\". It says exactly one line in the form Reason: . It doesn't forbid preceding blank lines? It says \"exactly one line in the form Reason: .\" That suggests there should be exactly one line that matches that pattern, but there could be other lines? Probably they want only that line after the fence, no extra lines. Safer to have no extra blank lines. So after the fence, directly \"Reason: ...\" line. No extra blank lines before or after. So output:\n\n```lua\n-- Assuming `arr` is a sequential array-like table\n-- Numeric for is typically the fastest for sequential arrays\nfor i = 1, #arr do\n local v = arr[i]\n -- do something with v\nend\n```\nReason: Numeric for uses a simple integer index and avoids function calls, making it the fastest typical iteration method.\n\nBut note that the code block includes triple backticks with lua, then code, then closing triple backticks. After that, we need a line starting with Reason:. The code block ends with ``` then newline then Reason line. That's fine.\n\nMake sure there is no extra text before the fence. The entire visible reply must be: (1) one markdown code fence with language tag lua, containing only the requested Lua, (2) then exactly one line starting with Reason: and a short explanation. No other text before, between, or after.\n\nThus we must not have any extra text before the fence. So the reply starts with ```lua. Then code. Then ```. Then Reason line. No extra text before the fence. So the first characters of the reply must be ```lua. Good.\n\nNow ensure the code block contains only the requested Lua. The request: \"Show the fastest typical way to loop it among pairs, ipairs, and numeric for.\" So we need to show the fastest typical way among those three. So we can show a numeric for loop as the fastest. Possibly also show pairs and ipairs but they are slower. But the request is to show the fastest typical way among those. So we can just show the numeric for loop. That's fine.\n\nThus code block content:\n\n-- Assuming `arr` is a sequential array-like table\n-- Numeric for is typically the fastest"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.msg-vs-print.v1","fixtureId":"gmod.perf.msg-vs-print.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"6cbb4e4b2f19dd24","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":20418,"startedAt":"2026-07-11T07:33:16.834Z","completedAt":"2026-07-11T07:33:37.252Z","answerBytes":3979,"answerChars":3979,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":1024,"totalTokens":1185,"reasoningTokens":1006,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755204-NkL5szElZ9d7UNBC9aHk","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- some fast debug line\n```\n\nThen a line: Reason: \n\nWe must not include any extra text. The code should be a faster alternative to print for debugging in Garry's Mod Lua. In GMod, print is relatively slow; you can use `Msg` or `print` is okay but faster is `print` vs `print`? Actually `print` writes to console but is slower; `Msg` writes to server console? In GMod, you can use `print` or `Msg` but for speed you can use `print` with `if 0 then` trick? Or use `print` with `if true then return end`? Hmm. The fastest is to use `print` is okay but you can use `print` with `if 0 then` to avoid overhead? Actually you can use `print` only when needed. But they ask \"Show a faster alternative to print.\" In GMod, you can use `print` is slower; you can use `Msg` for console output? Actually `Msg` is similar to `print` but writes to the server console? In client side, you can use `print` or `Msg`. There's also `print` vs `print` is same. Maybe use `print` replaced with `print` but using `if 0 then` trick? Or use `print` with `if true then return end`? Not sure.\n\nBut we just need to provide a code snippet that shows a faster alternative. Could be:\n\n```lua\nif 0 then print(\"debug\") end\n```\n\nBut that's not faster; it's a trick to avoid parsing? Actually the Lua interpreter will skip the whole block if condition is false at compile time? In Lua, `if 0 then` is true? Actually 0 is falsey, so condition is false, so block is skipped. But the code is still parsed? Not sure.\n\nBetter: Use `print` replaced with `print` but using `if true then return end`? Hmm.\n\nMaybe the answer: Use `print` replaced with `print` but using `print` is slower; use `print` with `if 0 then` to avoid overhead? Actually you can use `print` only when needed; but they want a faster alternative: use `print` replaced with `print` but using `print` is slower; use `print` with `if 0 then` to avoid overhead? Or use `print` with `if true then return end`? Not sure.\n\nSimplify: Provide code:\n\n```lua\nif 0 then print(\"debug\") end\n```\n\nBut that's not a faster alternative; it's just a conditional that never runs. Actually you can use `print` replaced with `print` but using `print` is slower; you can use `print` with `if 0 then` to avoid parsing? Hmm.\n\nMaybe they want to use `print` replaced with `print` but using `print` is slower; use `print` with `if 0 then` to avoid overhead? Actually the fastest way is to use `print` only when needed; but they ask to show a faster alternative to print. In GMod, you can use `print` but you can use `Msg` which is faster? Actually `Msg` is similar but maybe faster? Or you can use `print` with `if 0 then` to avoid overhead of printing? Not sure.\n\nBetter to give a snippet that uses `print` replaced with `print` but using `print` is slower; use `print` with `if 0 then` to avoid overhead? Actually you can use `print` replaced with `print` but using `print` is slower; you can use `print` with `if 0 then` to avoid overhead? I'm overthinking.\n\nProbably they want something like:\n\n```lua\nif 0 then print(\"debug\") end\n```\n\nBut that's not a faster alternative; it's just a trick to conditionally compile out debug prints. Actually you can wrap debug prints in `if 0 then` to remove them in release builds, which is faster because they are never executed. So the faster alternative is to use conditional compilation: `if 0 then print(\"debug\") end`. That way the code is stripped out by the compiler? In Lua, `if 0 then` is false, so the block is never executed, but still parsed? But it's cheap.\n\nThus we can provide that as the faster alternative.\n\nWe need exactly one fenced lua code block, containing only the requested Lua. So we must put the code inside the fence, nothing else. Then a line \"Reason","model_patch":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- some fast debug line\n```\n\nThen a line: Reason: \n\nWe must not include any extra text. The code should be a faster alternative to print for debugging in Garry's Mod Lua. In GMod, print is relatively slow; you can use `Msg` or `print` is okay but faster is `print` vs `print`? Actually `print` writes to console but is slower; `Msg` writes to server console? In GMod, you can use `print` or `Msg` but for speed you can use `print` with `if 0 then` trick? Or use `print` with `if true then return end`? Hmm. The fastest is to use `print` is okay but you can use `print` with `if 0 then` to avoid overhead? Actually you can use `print` only when needed. But they ask \"Show a faster alternative to print.\" In GMod, you can use `print` is slower; you can use `Msg` for console output? Actually `Msg` is similar to `print` but writes to the server console? In client side, you can use `print` or `Msg`. There's also `print` vs `print` is same. Maybe use `print` replaced with `print` but using `if 0 then` trick? Or use `print` with `if true then return end`? Not sure.\n\nBut we just need to provide a code snippet that shows a faster alternative. Could be:\n\n```lua\nif 0 then print(\"debug\") end\n```\n\nBut that's not faster; it's a trick to avoid parsing? Actually the Lua interpreter will skip the whole block if condition is false at compile time? In Lua, `if 0 then` is true? Actually 0 is falsey, so condition is false, so block is skipped. But the code is still parsed? Not sure.\n\nBetter: Use `print` replaced with `print` but using `if true then return end`? Hmm.\n\nMaybe the answer: Use `print` replaced with `print` but using `print` is slower; use `print` with `if 0 then` to avoid overhead? Actually you can use `print` only when needed; but they want a faster alternative: use `print` replaced with `print` but using `print` is slower; use `print` with `if 0 then` to avoid overhead? Or use `print` with `if true then return end`? Not sure.\n\nSimplify: Provide code:\n\n```lua\nif 0 then print(\"debug\") end\n```\n\nBut that's not a faster alternative; it's just a conditional that never runs. Actually you can use `print` replaced with `print` but using `print` is slower; you can use `print` with `if 0 then` to avoid parsing? Hmm.\n\nMaybe they want to use `print` replaced with `print` but using `print` is slower; use `print` with `if 0 then` to avoid overhead? Actually the fastest way is to use `print` only when needed; but they ask to show a faster alternative to print. In GMod, you can use `print` but you can use `Msg` which is faster? Actually `Msg` is similar but maybe faster? Or you can use `print` with `if 0 then` to avoid overhead of printing? Not sure.\n\nBetter to give a snippet that uses `print` replaced with `print` but using `print` is slower; use `print` with `if 0 then` to avoid overhead? Actually you can use `print` replaced with `print` but using `print` is slower; you can use `print` with `if 0 then` to avoid overhead? I'm overthinking.\n\nProbably they want something like:\n\n```lua\nif 0 then print(\"debug\") end\n```\n\nBut that's not a faster alternative; it's just a trick to conditionally compile out debug prints. Actually you can wrap debug prints in `if 0 then` to remove them in release builds, which is faster because they are never executed. So the faster alternative is to use conditional compilation: `if 0 then print(\"debug\") end`. That way the code is stripped out by the compiler? In Lua, `if 0 then` is false, so the block is never executed, but still parsed? But it's cheap.\n\nThus we can provide that as the faster alternative.\n\nWe need exactly one fenced lua code block, containing only the requested Lua. So we must put the code inside the fence, nothing else. Then a line \"Reason"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.meta-vs-arg.v1","fixtureId":"gmod.perf.meta-vs-arg.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"de332f7356830dfa","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"incorrect","detail":"Matched an incorrect-answer pattern.","durationMs":30205,"startedAt":"2026-07-11T07:33:11.733Z","completedAt":"2026-07-11T07:33:41.938Z","answerBytes":175,"answerChars":175,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":900,"totalTokens":1066,"reasoningTokens":1012,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755204-9al6zcqUDmZMSp7SgsJv","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\n-- Preferred idiomatic call\nply:SomeHelper()\n```\nReason: Colon syntax is just syntactic sugar and has no measurable performance difference; it's the conventional style.","model_patch":"```lua\n-- Preferred idiomatic call\nply:SomeHelper()\n```\nReason: Colon syntax is just syntactic sugar and has no measurable performance difference; it's the conventional style."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.seq-tables.v1","fixtureId":"gmod.perf.seq-tables.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4778b0220c3f91a3","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 1 candidate loops.","durationMs":8415,"startedAt":"2026-07-11T07:33:37.274Z","completedAt":"2026-07-11T07:33:45.691Z","answerBytes":324,"answerChars":324,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":833,"totalTokens":1001,"reasoningTokens":764,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755214-aI1p9F3ufgCsIQgmtkl8","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\n-- Sequential numeric array iterates faster than a string-keyed map\nlocal seq = {1,2,3,4,5}\nlocal map = {a=1,b=2,c=3,d=4,e=5}\n-- iterate array (fast)\nfor i,v in ipairs(seq) do end\n-- iterate map (slower)\nfor k,v in pairs(map) do end\n```\nReason: Array iteration uses contiguous numeric keys and is optimized for speed.","model_patch":"```lua\n-- Sequential numeric array iterates faster than a string-keyed map\nlocal seq = {1,2,3,4,5}\nlocal map = {a=1,b=2,c=3,d=4,e=5}\n-- iterate array (fast)\nfor i,v in ipairs(seq) do end\n-- iterate map (slower)\nfor k,v in pairs(map) do end\n```\nReason: Array iteration uses contiguous numeric keys and is optimized for speed."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.setdrawcolor-split.v1","fixtureId":"gmod.perf.setdrawcolor-split.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d110fde8a37bbe59","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4641,"startedAt":"2026-07-11T07:33:41.939Z","completedAt":"2026-07-11T07:33:46.585Z","answerBytes":121,"answerChars":121,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":745,"totalTokens":912,"reasoningTokens":742,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755215-qId22wIUI9jJRSMRgjHu","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\n```\nReason: Avoids constructing a Color object, which is faster in hot loops.","model_patch":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\n```\nReason: Avoids constructing a Color object, which is faster in hot loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.sqlite-vs-mysql.v1","fixtureId":"gmod.perf.sqlite-vs-mysql.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4a3f5d2a20d71ac9","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":2632,"startedAt":"2026-07-11T07:33:45.703Z","completedAt":"2026-07-11T07:33:48.335Z","answerBytes":157,"answerChars":157,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":185,"completionTokens":679,"totalTokens":864,"reasoningTokens":708,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755218-BoXZG7Vg1ocXYsx3c2tu","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal db = sql.open(\"data.db\")\nlocal rows = db:query(\"SELECT * FROM players WHERE id = ?\", {1})\n```\nReason: SQLite is local, avoiding network latency.","model_patch":"```lua\nlocal db = sql.open(\"data.db\")\nlocal rows = db:query(\"SELECT * FROM players WHERE id = ?\", {1})\n```\nReason: SQLite is local, avoiding network latency."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.player-cache-hooks.v1","fixtureId":"gmod.perf.player-cache-hooks.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a834817afe9e6c25","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":14108,"startedAt":"2026-07-11T07:33:35.886Z","completedAt":"2026-07-11T07:33:49.995Z","answerBytes":366,"answerChars":366,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":182,"completionTokens":1024,"totalTokens":1206,"reasoningTokens":1063,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755209-9L09uFavqp5mSdjyPpQh","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal cachedPlayers = {}\nlocal function UpdateCache()\n cachedPlayers = player.GetAll()\nend\nhook.Add(\"InitPostEntity\", \"CachePlayers\", UpdateCache)\nhook.Add(\"PlayerInitialSpawn\", \"CachePlayers\", UpdateCache)\nhook.Add(\"PlayerDisconnected\", \"CachePlayers\", UpdateCache)\n\nfunction GM:Think()\n for _, ply in ipairs(cachedPlayers) do\n -- example usage\n","model_patch":"```lua\nlocal cachedPlayers = {}\nlocal function UpdateCache()\n cachedPlayers = player.GetAll()\nend\nhook.Add(\"InitPostEntity\", \"CachePlayers\", UpdateCache)\nhook.Add(\"PlayerInitialSpawn\", \"CachePlayers\", UpdateCache)\nhook.Add(\"PlayerDisconnected\", \"CachePlayers\", UpdateCache)\n\nfunction GM:Think()\n for _, ply in ipairs(cachedPlayers) do\n -- example usage\n"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.steamid-cache.v1","fixtureId":"gmod.perf.steamid-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"e8a94aa454154982","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":11654,"startedAt":"2026-07-11T07:33:46.611Z","completedAt":"2026-07-11T07:33:58.265Z","answerBytes":4219,"answerChars":4219,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":1024,"totalTokens":1185,"reasoningTokens":1072,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755219-n2wZkODcF6RGNwW8Htno","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output should be:\n\n```lua\n-- code\n```\nReason: ...\n\nBut must be exactly one fenced code block, then exactly one line starting with Reason:. No extra text. The code block must contain only the requested Lua code. The user wants a faster caching pattern for ply:SteamID() calls. So we need to show a caching pattern. Probably something like:\n\nlocal steamIDCache = {}\nlocal function getSteamID(ply)\n if not steamIDCache[ply] then\n steamIDCache[ply] = ply:SteamID()\n end\n return steamIDCache[ply]\nend\n\nBut we need to show a pattern that caches per player, maybe using a table keyed by ply:UniqueID() or something. But the request: \"In Garry's Mod Lua, a hot path calls ply:SteamID() repeatedly for the same players. Show a faster caching pattern.\" So we can provide a snippet that caches the result in a table using the player's SteamID as key? Actually we want to avoid calling SteamID repeatedly; we can store the result in a table keyed by the player object (or by some identifier). In GMod, player objects are not stable across frames? They might be, but we can use ply:SteamID() as key? Actually we want to cache the result for each player, maybe using a weak table. But simplest: local cache = {}; function GetSteamID(ply) if not cache[ply] then cache[ply] = ply:SteamID() end return cache[ply] end\n\nBut we need to show a pattern, maybe using a table with player as key, and using a metatable to clear when player disconnects. But the user only wants a faster caching pattern, not full implementation. So we can show something like:\n\nlocal steamIDCache = {}\nlocal function cachedSteamID(ply)\n local id = steamIDCache[ply]\n if id == nil then\n id = ply:SteamID()\n steamIDCache[ply] = id\n end\n return id\nend\n\nBut we need to output only the Lua code inside the fence. Then a line \"Reason: ...\" after the fence. The code block must contain only the requested Lua. So we can put the snippet inside the fence. Then after the fence, a line \"Reason: ...\" with short explanation. No extra text. Ensure no extra whitespace before or after? The instruction: \"Return exactly one fenced lua code block, then exactly one line in the form Reason: . No other text before, between, or after.\" So we must output:\n\n```lua\n-- code\n```\nReason: ...\n\nBut the code block must be exactly one fenced code block. The fence must be markdown code fence with language tag lua. So we start with ```lua then code then ```. Then after that, a line starting with Reason: and then explanation. No extra text. So final output should be:\n\n```lua\nlocal cache = {}\nlocal function cachedSteamID(ply)\n local id = cache[ply]\n if not id then\n id = ply:SteamID()\n cache[ply] = id\n end\n return id\nend\n```\nReason: Caches each player's SteamID once and reuses it, avoiding repeated expensive calls.\n\nMake sure there is no extra text before the fence, after the fence besides the Reason line. The Reason line must be exactly one line, starting with \"Reason: \". So we need to put that line after the closing fence. No extra blank lines? The instruction says \"then exactly one line in the form Reason: .\" So after the fence, we need a line that starts with \"Reason: \" and then the reason. No extra lines. So we must not have a blank line between fence and Reason line? Probably it's okay to have a newline after the fence then the Reason line. That's fine. The Reason line must be exactly one line. So we can put it directly after the fence, maybe with a newline. So final output:\n\n```lua\nlocal cache = {}\nlocal function cachedSteamID(ply)\n local id = cache[ply]\n if not id then\n id = ply:SteamID()\n cache[ply] = id\n end\n return id\nend\n```\nReason: Caches each player's SteamID once and reuses it, avoiding repeated expensive calls.\n\nCheck constraints: Only one fenced code block, then exactly one line starting with Reason:. No other text. The code block contains only the requested Lua. It includes a caching pattern. That's fine","model_patch":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output should be:\n\n```lua\n-- code\n```\nReason: ...\n\nBut must be exactly one fenced code block, then exactly one line starting with Reason:. No extra text. The code block must contain only the requested Lua code. The user wants a faster caching pattern for ply:SteamID() calls. So we need to show a caching pattern. Probably something like:\n\nlocal steamIDCache = {}\nlocal function getSteamID(ply)\n if not steamIDCache[ply] then\n steamIDCache[ply] = ply:SteamID()\n end\n return steamIDCache[ply]\nend\n\nBut we need to show a pattern that caches per player, maybe using a table keyed by ply:UniqueID() or something. But the request: \"In Garry's Mod Lua, a hot path calls ply:SteamID() repeatedly for the same players. Show a faster caching pattern.\" So we can provide a snippet that caches the result in a table using the player's SteamID as key? Actually we want to avoid calling SteamID repeatedly; we can store the result in a table keyed by the player object (or by some identifier). In GMod, player objects are not stable across frames? They might be, but we can use ply:SteamID() as key? Actually we want to cache the result for each player, maybe using a weak table. But simplest: local cache = {}; function GetSteamID(ply) if not cache[ply] then cache[ply] = ply:SteamID() end return cache[ply] end\n\nBut we need to show a pattern, maybe using a table with player as key, and using a metatable to clear when player disconnects. But the user only wants a faster caching pattern, not full implementation. So we can show something like:\n\nlocal steamIDCache = {}\nlocal function cachedSteamID(ply)\n local id = steamIDCache[ply]\n if id == nil then\n id = ply:SteamID()\n steamIDCache[ply] = id\n end\n return id\nend\n\nBut we need to output only the Lua code inside the fence. Then a line \"Reason: ...\" after the fence. The code block must contain only the requested Lua. So we can put the snippet inside the fence. Then after the fence, a line \"Reason: ...\" with short explanation. No extra text. Ensure no extra whitespace before or after? The instruction: \"Return exactly one fenced lua code block, then exactly one line in the form Reason: . No other text before, between, or after.\" So we must output:\n\n```lua\n-- code\n```\nReason: ...\n\nBut the code block must be exactly one fenced code block. The fence must be markdown code fence with language tag lua. So we start with ```lua then code then ```. Then after that, a line starting with Reason: and then explanation. No extra text. So final output should be:\n\n```lua\nlocal cache = {}\nlocal function cachedSteamID(ply)\n local id = cache[ply]\n if not id then\n id = ply:SteamID()\n cache[ply] = id\n end\n return id\nend\n```\nReason: Caches each player's SteamID once and reuses it, avoiding repeated expensive calls.\n\nMake sure there is no extra text before the fence, after the fence besides the Reason line. The Reason line must be exactly one line, starting with \"Reason: \". So we need to put that line after the closing fence. No extra blank lines? The instruction says \"then exactly one line in the form Reason: .\" So after the fence, we need a line that starts with \"Reason: \" and then the reason. No extra lines. So we must not have a blank line between fence and Reason line? Probably it's okay to have a newline after the fence then the Reason line. That's fine. The Reason line must be exactly one line. So we can put it directly after the fence, maybe with a newline. So final output:\n\n```lua\nlocal cache = {}\nlocal function cachedSteamID(ply)\n local id = cache[ply]\n if not id then\n id = ply:SteamID()\n cache[ply] = id\n end\n return id\nend\n```\nReason: Caches each player's SteamID once and reuses it, avoiding repeated expensive calls.\n\nCheck constraints: Only one fenced code block, then exactly one line starting with Reason:. No other text. The code block contains only the requested Lua. It includes a caching pattern. That's fine"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ply-table-index.v1","fixtureId":"gmod.perf.ply-table-index.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f18cc80df8999147","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":22230,"startedAt":"2026-07-11T07:33:36.856Z","completedAt":"2026-07-11T07:33:59.087Z","answerBytes":149,"answerChars":149,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":1024,"totalTokens":1187,"reasoningTokens":983,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755213-PvI6YlJAkPFFeKUewrV7","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal cache = {}\nlocal function set(ply, k, v) cache[ply] = cache[ply] or {} cache[ply][k] = v end\nlocal function get(ply, k) return cache[ply","model_patch":"```lua\nlocal cache = {}\nlocal function set(ply, k, v) cache[ply] = cache[ply] or {} cache[ply][k] = v end\nlocal function get(ply, k) return cache[ply"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.string-table-concat.v1","fixtureId":"gmod.perf.string-table-concat.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b0cf9e04ae7c5dd9","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":16059,"startedAt":"2026-07-11T07:33:48.467Z","completedAt":"2026-07-11T07:34:04.527Z","answerBytes":203,"answerChars":203,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":739,"totalTokens":900,"reasoningTokens":729,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755225-mHW8mK3JerJnGjuW11tl","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal t = {}\nfor i = 1, 10000 do\n t[#t + 1] = \"piece\" .. i\nend\nlocal big = table.concat(t)\n```\nReason: Using a table to collect pieces and table.concat is faster than repeated .. concatenation.","model_patch":"```lua\nlocal t = {}\nfor i = 1, 10000 do\n t[#t + 1] = \"piece\" .. i\nend\nlocal big = table.concat(t)\n```\nReason: Using a table to collect pieces and table.concat is faster than repeated .. concatenation."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-drawrect.v1","fixtureId":"gmod.perf.surface-drawrect.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"696e8de769d9ad0e","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15582,"startedAt":"2026-07-11T07:33:50.049Z","completedAt":"2026-07-11T07:34:05.632Z","answerBytes":164,"answerChars":164,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":930,"totalTokens":1096,"reasoningTokens":873,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755227-oa3DHwltkJgXNgoF7Y0W","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\nsurface.DrawRect(x, y, w, h)\n```\nReason: Uses surface.DrawRect which skips rounding calculations and is slightly faster.","model_patch":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\nsurface.DrawRect(x, y, w, h)\n```\nReason: Uses surface.DrawRect which skips rounding calculations and is slightly faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-text.v1","fixtureId":"gmod.perf.surface-text.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"95d9fe4918ee4197","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":7310,"startedAt":"2026-07-11T07:33:58.654Z","completedAt":"2026-07-11T07:34:05.965Z","answerBytes":4289,"answerChars":4289,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":1024,"totalTokens":1192,"reasoningTokens":1086,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755231-OBuER4xFnfw2SEAYgEYs","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code here\n```\n\nThen a line: Reason: \n\nWe must not include any extra text. The code should show a faster drawing approach among surface.* text helpers and draw.DrawText / SimpleTextOutlined. Probably we can show using surface.CreateFont and surface.SetTextColor and surface.DrawText? But they ask to show a faster drawing approach among surface.* text helpers and draw.DrawText / SimpleTextOutlined. So we can show using surface.CreateFont and surface.SetText and surface.DrawText? Actually surface.* helpers are faster than draw.DrawText? The fastest is using surface.CreateFont and surface.SetText and surface.DrawText? Or using surface.SetFont and surface.DrawText? In GMod, surface.DrawText is slower? The fastest is using surface.CreateFont once and then surface.SetFont and surface.DrawText each frame? Or using surface.SetText and surface.DrawText? Actually surface.DrawText draws the text using the current font; you can set the font via surface.SetFont. That's faster than draw.DrawText which uses a surface? I think surface.* helpers are faster. So we can show using surface.CreateFont outside the loop and then inside the loop use surface.SetFont and surface.SetTextColor and surface.DrawText.\n\nWe need to show a single-line string drawn each frame. So code could be:\n\nlocal surface = surface\nlocal surfaceCreateFont = surface.CreateFont\nlocal font = surface.CreateFont(\"MyFont\", \"Arial\", 24, 400, true, true, \"\")\nhook.Add(\"HUDPaint\", \"FastDraw\", function()\n surface.SetFont(font)\n surface.SetTextColor(255,255,255,255)\n surface.SetTextPos(10,10)\n surface.DrawText(\"Hello\")\nend)\n\nBut they want a faster drawing approach among surface.* text helpers and draw.DrawText / SimpleTextOutlined. So we can show using surface.CreateFont and surface.DrawText? Actually surface.DrawText is a helper that draws text using current font; but you can also use surface.SetText and surface.DrawText? In GMod, you can use surface.SetText and surface.DrawText to draw text at current position? Actually you set text via surface.SetText(string) then surface.DrawText() draws it at current position? I think you need to set text position via surface.SetPos? Actually there is surface.SetText, surface.SetTextPos? Let's recall: In GMod, you can use surface.SetFont, surface.SetTextColor, surface.SetTextPos, surface.DrawText. Or you can use surface.DrawText directly with a string? I think surface.DrawText draws the text at the current position set by surface.SetTextPos. There is also surface.DrawRect etc. But anyway.\n\nSimplify: Use surface.CreateFont once, then in HUDPaint use surface.SetFont, surface.SetTextColor, surface.SetTextPos, surface.DrawText. That's faster than draw.DrawText which creates a new surface each frame? Actually draw.DrawText draws text using a temporary surface and is slower.\n\nThus code:\n\n```lua\nlocal font = surface.CreateFont(\"FastFont\", \"Arial\", 24, 400, true, true, \"\")\nhook.Add(\"HUDPaint\", \"FastText\", function()\n surface.SetFont(font)\n surface.SetTextColor(255,255,255,255)\n surface.SetTextPos(10, 10)\n surface.DrawText(\"Hello\")\nend)\n```\n\nThat's a single line string drawn each frame. That's the faster approach.\n\nNow after code fence, we need exactly one line: Reason: . Provide short explanation. Something like \"Reason: Using surface.CreateFont and surface.DrawText avoids the overhead of draw.DrawText and SimpleTextOutlined, making it faster.\"\n\nMake sure no extra spaces? The format: Reason: . So \"Reason: Using surface.* helpers is faster than draw.DrawText / SimpleTextOutlined.\" That's fine.\n\nMake sure there is exactly one line after the code fence, no extra blank lines. The code fence must be closed with triple backticks and language tag lua. Then newline, then Reason line.\n\nNo extra text before or after. So final output:\n\n```lua\nlocal font = surface.CreateFont(\"FastFont\", \"Arial\", 24, 400, true, true, \"\")\nhook.Add(\"HUDPaint\", \"FastText\", function()\n surface.SetFont(font)\n surface.SetTextColor(255,255,255,255)\n surface.SetTextPos(10","model_patch":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with \"Reason: \" and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code here\n```\n\nThen a line: Reason: \n\nWe must not include any extra text. The code should show a faster drawing approach among surface.* text helpers and draw.DrawText / SimpleTextOutlined. Probably we can show using surface.CreateFont and surface.SetTextColor and surface.DrawText? But they ask to show a faster drawing approach among surface.* text helpers and draw.DrawText / SimpleTextOutlined. So we can show using surface.CreateFont and surface.SetText and surface.DrawText? Actually surface.* helpers are faster than draw.DrawText? The fastest is using surface.CreateFont and surface.SetText and surface.DrawText? Or using surface.SetFont and surface.DrawText? In GMod, surface.DrawText is slower? The fastest is using surface.CreateFont once and then surface.SetFont and surface.DrawText each frame? Or using surface.SetText and surface.DrawText? Actually surface.DrawText draws the text using the current font; you can set the font via surface.SetFont. That's faster than draw.DrawText which uses a surface? I think surface.* helpers are faster. So we can show using surface.CreateFont outside the loop and then inside the loop use surface.SetFont and surface.SetTextColor and surface.DrawText.\n\nWe need to show a single-line string drawn each frame. So code could be:\n\nlocal surface = surface\nlocal surfaceCreateFont = surface.CreateFont\nlocal font = surface.CreateFont(\"MyFont\", \"Arial\", 24, 400, true, true, \"\")\nhook.Add(\"HUDPaint\", \"FastDraw\", function()\n surface.SetFont(font)\n surface.SetTextColor(255,255,255,255)\n surface.SetTextPos(10,10)\n surface.DrawText(\"Hello\")\nend)\n\nBut they want a faster drawing approach among surface.* text helpers and draw.DrawText / SimpleTextOutlined. So we can show using surface.CreateFont and surface.DrawText? Actually surface.DrawText is a helper that draws text using current font; but you can also use surface.SetText and surface.DrawText? In GMod, you can use surface.SetText and surface.DrawText to draw text at current position? Actually you set text via surface.SetText(string) then surface.DrawText() draws it at current position? I think you need to set text position via surface.SetPos? Actually there is surface.SetText, surface.SetTextPos? Let's recall: In GMod, you can use surface.SetFont, surface.SetTextColor, surface.SetTextPos, surface.DrawText. Or you can use surface.DrawText directly with a string? I think surface.DrawText draws the text at the current position set by surface.SetTextPos. There is also surface.DrawRect etc. But anyway.\n\nSimplify: Use surface.CreateFont once, then in HUDPaint use surface.SetFont, surface.SetTextColor, surface.SetTextPos, surface.DrawText. That's faster than draw.DrawText which creates a new surface each frame? Actually draw.DrawText draws text using a temporary surface and is slower.\n\nThus code:\n\n```lua\nlocal font = surface.CreateFont(\"FastFont\", \"Arial\", 24, 400, true, true, \"\")\nhook.Add(\"HUDPaint\", \"FastText\", function()\n surface.SetFont(font)\n surface.SetTextColor(255,255,255,255)\n surface.SetTextPos(10, 10)\n surface.DrawText(\"Hello\")\nend)\n```\n\nThat's a single line string drawn each frame. That's the faster approach.\n\nNow after code fence, we need exactly one line: Reason: . Provide short explanation. Something like \"Reason: Using surface.CreateFont and surface.DrawText avoids the overhead of draw.DrawText and SimpleTextOutlined, making it faster.\"\n\nMake sure no extra spaces? The format: Reason: . So \"Reason: Using surface.* helpers is faster than draw.DrawText / SimpleTextOutlined.\" That's fine.\n\nMake sure there is exactly one line after the code fence, no extra blank lines. The code fence must be closed with triple backticks and language tag lua. Then newline, then Reason line.\n\nNo extra text before or after. So final output:\n\n```lua\nlocal font = surface.CreateFont(\"FastFont\", \"Arial\", 24, 400, true, true, \"\")\nhook.Add(\"HUDPaint\", \"FastText\", function()\n surface.SetFont(font)\n surface.SetTextColor(255,255,255,255)\n surface.SetTextPos(10"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-count-hash.v1","fixtureId":"gmod.perf.table-count-hash.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3e9bbfc8452e05e3","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9119,"startedAt":"2026-07-11T07:33:59.133Z","completedAt":"2026-07-11T07:34:08.252Z","answerBytes":138,"answerChars":138,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":917,"totalTokens":1073,"reasoningTokens":991,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755235-R7lW9wbzIKWgWR8WTj52","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nprint(#t) -- length of sequential array-like table\n```\nReason: The # operator returns the length of a sequential array-like table.","model_patch":"```lua\nprint(#t) -- length of sequential array-like table\n```\nReason: The # operator returns the length of a sequential array-like table."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-hasvalue.v1","fixtureId":"gmod.perf.table-hasvalue.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"7d064428a873fdfc","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6814,"startedAt":"2026-07-11T07:34:05.696Z","completedAt":"2026-07-11T07:34:12.511Z","answerBytes":166,"answerChars":166,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":809,"totalTokens":972,"reasoningTokens":802,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755240-izDeM305vxFTlUKmpB6e","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal lookup = {a=true, b=true, c=true}\nif lookup[item] then print(\"found\") end\n```\nReason: Using a hash table gives O(1) lookup instead of O(n) linear search.","model_patch":"```lua\nlocal lookup = {a=true, b=true, c=true}\nif lookup[item] then print(\"found\") end\n```\nReason: Using a hash table gives O(1) lookup instead of O(n) linear search."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-random.v1","fixtureId":"gmod.perf.table-random.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"f3e090701953d4a9","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":5504,"startedAt":"2026-07-11T07:34:08.270Z","completedAt":"2026-07-11T07:34:13.775Z","answerBytes":152,"answerChars":152,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":630,"totalTokens":790,"reasoningTokens":680,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755240-qd2A2cf8TjtTaaanVeXu","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal function fastRandom(t)\n return t[math.random(#t)]\nend\n```\nReason: Uses math.random to index directly, avoiding overhead of table.Random.","model_patch":"```lua\nlocal function fastRandom(t)\n return t[math.random(#t)]\nend\n```\nReason: Uses math.random to index directly, avoiding overhead of table.Random."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-literal.v1","fixtureId":"gmod.perf.table-literal.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f95a8fc610d720ad","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9940,"startedAt":"2026-07-11T07:34:06.165Z","completedAt":"2026-07-11T07:34:16.106Z","answerBytes":118,"answerChars":118,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":592,"totalTokens":756,"reasoningTokens":596,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755240-WPiXzoCcTS975d9ov4hh","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nlocal t = {a = 1, b = 2, c = 3}\n```\nReason: Using the constructor avoids extra assignments and is more concise.","model_patch":"```lua\nlocal t = {a = 1, b = 2, c = 3}\n```\nReason: Using the constructor avoids extra assignments and is more concise."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-empty.v1","fixtureId":"gmod.perf.table-empty.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3a6344977f5bd475","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":12742,"startedAt":"2026-07-11T07:34:04.614Z","completedAt":"2026-07-11T07:34:17.357Z","answerBytes":4377,"answerChars":4377,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":1024,"totalTokens":1191,"reasoningTokens":1107,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755237-Tuh6aOV0Y47nHy7qCCJe","finishReason":"length","nativeFinishReason":"length","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with Reason: and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code? The user wants to show the generally faster approach between table.Empty(t) and t = {}.\n-- Probably they want to show code that discards contents of a large sequential table often. The faster approach is t = {}? Or table.Empty(t)? Let's think.\n\nIn Garry's Mod Lua, table.Empty(t) clears the table by setting its length to 0? Actually table.Empty(t) sets the table to empty by setting its __len to 0? I recall that table.Empty(t) clears the table by setting its length to 0 and removing any keys? Actually table.Empty(t) sets the table to empty by setting its length to 0 and removing any keys? Let's recall: In GMod, table.Empty(t) empties a table by setting its length to 0 and removing any keys? Actually table.Empty(t) sets the table to empty by setting its length to 0 and removing any keys? I think it just sets the table to empty by setting its length to 0 and removing any keys? But the faster approach is t = {} because it just reassigns reference, which is O(1). table.Empty(t) iterates over the table to clear it, which is O(n). So the faster approach is t = {}.\n\nThus we need to show the generally faster approach between table.Empty(t) and t = {}. Probably they want to show code that discards contents of a large sequential table often. So we can show something like:\n\nlocal t = {}\n-- later when you want to discard:\nt = {} -- faster\n\nOr maybe they want to show both and comment which is faster. But they said \"Show the generally faster approach between table.Empty(t) and t = {}.\" So we need to show the faster approach. So we can show code that uses t = {} and maybe comment that it's faster. But we must only contain the requested Lua code. The user wants \"Show the generally faster approach between table.Empty(t) and t = {}.\" So we can output a code block that demonstrates the faster approach, maybe with a comment. The code block should contain only the requested Lua. It can be something like:\n\n```lua\n-- Faster way to clear a large sequential table\nt = {} -- reassign reference, O(1) instead of iterating\n```\n\nBut they said \"Show the generally faster approach between table.Empty(t) and t = {}.\" So maybe they want to show code that uses t = {} as the faster approach. So we can output:\n\n```lua\n-- Use reassignment for speed\nt = {}\n```\n\nThat's it. Then after the code fence, we need exactly one line starting with Reason: and a short explanation. So after the fence we need a line \"Reason: ...\" with short explanation. No extra text. So final output must be:\n\n```lua\n-- Use reassignment for speed\nt = {}\n```\nReason: Reassigning the variable is O(1) while table.Empty iterates over all entries.\n\nBut we must ensure there is exactly one line starting with Reason: after the fence. The line must be exactly \"Reason: \" with no extra spaces? It says \"exactly one line in the form Reason: .\" So we can have \"Reason: Reassigning the variable is O(1) while table.Empty iterates over all entries.\" That's fine.\n\nWe must not have any extra text before, between, or after. So the entire output is:\n\n```lua\n-- Use reassignment for speed\nt = {}\n```\nReason: Reassigning the variable is O(1) while table.Empty iterates over all entries.\n\nBut note that there is a blank line between the fence and the Reason line? The instruction: \"Return exactly one fenced lua code block, then exactly one line in the form Reason: .\" It doesn't forbid a blank line? It says \"then exactly one line in the form Reason: .\" It likely expects the Reason line immediately after the fence, maybe with a newline. But we can have a newline after the fence, then the Reason line. That's okay. But we must not have any extra text before, between, or after. The fence block ends with ``` then newline, then Reason line. That's fine.\n\nBut we must ensure there is no extra text after the Reason line. So final output ends after that line.\n\nCheck: The code block must be exactly one fenced lua code block, containing only the requested Lua. The code block can contain comments and code. That's fine. Then after the fence, exactly one line starting with Reason:. So we must not have any extra lines after that","model_patch":"We need to output exactly one markdown code fence with language tag lua, containing only the requested Lua code. Then exactly one line starting with Reason: and a short explanation. No other text before, between, or after. So output must be:\n\n```lua\n-- code? The user wants to show the generally faster approach between table.Empty(t) and t = {}.\n-- Probably they want to show code that discards contents of a large sequential table often. The faster approach is t = {}? Or table.Empty(t)? Let's think.\n\nIn Garry's Mod Lua, table.Empty(t) clears the table by setting its length to 0? Actually table.Empty(t) sets the table to empty by setting its __len to 0? I recall that table.Empty(t) clears the table by setting its length to 0 and removing any keys? Actually table.Empty(t) sets the table to empty by setting its length to 0 and removing any keys? Let's recall: In GMod, table.Empty(t) empties a table by setting its length to 0 and removing any keys? Actually table.Empty(t) sets the table to empty by setting its length to 0 and removing any keys? I think it just sets the table to empty by setting its length to 0 and removing any keys? But the faster approach is t = {} because it just reassigns reference, which is O(1). table.Empty(t) iterates over the table to clear it, which is O(n). So the faster approach is t = {}.\n\nThus we need to show the generally faster approach between table.Empty(t) and t = {}. Probably they want to show code that discards contents of a large sequential table often. So we can show something like:\n\nlocal t = {}\n-- later when you want to discard:\nt = {} -- faster\n\nOr maybe they want to show both and comment which is faster. But they said \"Show the generally faster approach between table.Empty(t) and t = {}.\" So we need to show the faster approach. So we can show code that uses t = {} and maybe comment that it's faster. But we must only contain the requested Lua code. The user wants \"Show the generally faster approach between table.Empty(t) and t = {}.\" So we can output a code block that demonstrates the faster approach, maybe with a comment. The code block should contain only the requested Lua. It can be something like:\n\n```lua\n-- Faster way to clear a large sequential table\nt = {} -- reassign reference, O(1) instead of iterating\n```\n\nBut they said \"Show the generally faster approach between table.Empty(t) and t = {}.\" So maybe they want to show code that uses t = {} as the faster approach. So we can output:\n\n```lua\n-- Use reassignment for speed\nt = {}\n```\n\nThat's it. Then after the code fence, we need exactly one line starting with Reason: and a short explanation. So after the fence we need a line \"Reason: ...\" with short explanation. No extra text. So final output must be:\n\n```lua\n-- Use reassignment for speed\nt = {}\n```\nReason: Reassigning the variable is O(1) while table.Empty iterates over all entries.\n\nBut we must ensure there is exactly one line starting with Reason: after the fence. The line must be exactly \"Reason: \" with no extra spaces? It says \"exactly one line in the form Reason: .\" So we can have \"Reason: Reassigning the variable is O(1) while table.Empty iterates over all entries.\" That's fine.\n\nWe must not have any extra text before, between, or after. So the entire output is:\n\n```lua\n-- Use reassignment for speed\nt = {}\n```\nReason: Reassigning the variable is O(1) while table.Empty iterates over all entries.\n\nBut note that there is a blank line between the fence and the Reason line? The instruction: \"Return exactly one fenced lua code block, then exactly one line in the form Reason: .\" It doesn't forbid a blank line? It says \"then exactly one line in the form Reason: .\" It likely expects the Reason line immediately after the fence, maybe with a newline. But we can have a newline after the fence, then the Reason line. That's okay. But we must not have any extra text before, between, or after. The fence block ends with ``` then newline, then Reason line. That's fine.\n\nBut we must ensure there is no extra text after the Reason line. So final output ends after that line.\n\nCheck: The code block must be exactly one fenced lua code block, containing only the requested Lua. The code block can contain comments and code. That's fine. Then after the fence, exactly one line starting with Reason:. So we must not have any extra lines after that"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.x-times-x.v1","fixtureId":"gmod.perf.x-times-x.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"79d48008f6b5174f","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4929,"startedAt":"2026-07-11T07:34:12.726Z","completedAt":"2026-07-11T07:34:17.655Z","answerBytes":81,"answerChars":81,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":657,"totalTokens":814,"reasoningTokens":668,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755245-3OG0X3tK0yEIvpIVdXop","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nx = x * x\n```\nReason: Multiplication is faster than exponentiation or pow.","model_patch":"```lua\nx = x * x\n```\nReason: Multiplication is faster than exponentiation or pow."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.player-iterator.v1","fixtureId":"gmod.player-iterator.v1","fixtureVersion":2,"rubricVersion":"4","promptHash":"fe3d7469535a0ca2","adapterId":"openrouter","model":"nvidia/nemotron-3-nano-30b-a3b:free","model_name_or_path":"nvidia/nemotron-3-nano-30b-a3b:free","attemptIndex":1,"status":"partial","detail":"Uses ipairs but still allocates via player.GetAll() each time.","durationMs":21492,"startedAt":"2026-07-11T07:34:13.872Z","completedAt":"2026-07-11T07:34:35.364Z","answerBytes":136,"answerChars":136,"httpStatus":200,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":175,"completionTokens":768,"totalTokens":943,"reasoningTokens":802,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755264-C7DxUUZoxaVIDmPW6ZBq","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-nano-30b-a3b:free","source":"provider"},"finalResponse":"```lua\nfor _, ply in ipairs(player.GetAll()) do\n print(ply:Nick())\nend\n```\nReason: Uses ipairs to iterate over all connected players.","model_patch":"```lua\nfor _, ply in ipairs(player.GetAll()) do\n print(ply:Nick())\nend\n```\nReason: Uses ipairs to iterate over all connected players."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.isvalid.v1","fixtureId":"gmod.isvalid.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"35527312e59dfc13","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":17878,"startedAt":"2026-07-11T07:34:17.657Z","completedAt":"2026-07-11T07:34:35.535Z","answerBytes":160,"answerChars":160,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":169,"completionTokens":432,"totalTokens":601,"reasoningTokens":419,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755264-18FpK8sMMR4P3g9KgN6r","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nif IsValid(ent) then\n -- ent is safe to use\nend\nReason: IsValid returns false for nil or removed entities, preventing errors when calling methods.\n```","model_patch":"```lua\nif IsValid(ent) then\n -- ent is safe to use\nend\nReason: IsValid returns false for nil or removed entities, preventing errors when calling methods.\n```"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.hook-add.v1","fixtureId":"gmod.hook-add.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"12d2222fdb7d6b90","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":18923,"startedAt":"2026-07-11T07:34:17.364Z","completedAt":"2026-07-11T07:34:36.288Z","answerBytes":151,"answerChars":151,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":440,"totalTokens":613,"reasoningTokens":443,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755264-h2SWW4J6OCFgWllbUpev","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function()\n -- Callback body\nend)\nReason: Registers a Think hook callback identified as MyAddon.Think.\n```","model_patch":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function()\n -- Callback body\nend)\nReason: Registers a Think hook callback identified as MyAddon.Think.\n```"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.ents-iterator.v1","fixtureId":"gmod.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"3990c92253db85bb","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":21725,"startedAt":"2026-07-11T07:34:16.107Z","completedAt":"2026-07-11T07:34:37.832Z","answerBytes":205,"answerChars":205,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":748,"totalTokens":914,"reasoningTokens":746,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755264-NBR2wahEOeAaCs9ZrHmS","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n print(ent)\nend\nReason: Using ents.FindByClass directly iterates over matching entities without constructing a full map entity table.\n```","model_patch":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n print(ent)\nend\nReason: Using ents.FindByClass directly iterates over matching entities without constructing a full map entity table.\n```"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.net-receivers.v1","fixtureId":"gmod.net-receivers.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"24d54ee8366753a6","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":3814,"startedAt":"2026-07-11T07:34:35.448Z","completedAt":"2026-07-11T07:34:39.262Z","answerBytes":172,"answerChars":172,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":288,"totalTokens":448,"reasoningTokens":258,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755269-ID43GAG2BDkGKyhSimaw","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len)\n -- handle incoming data\nend)\nReason: Registers a net.Receive handler for MyAddon.Sync to process incoming messages.\n```","model_patch":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len)\n -- handle incoming data\nend)\nReason: Registers a net.Receive handler for MyAddon.Sync to process incoming messages.\n```"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.config-var.v1","fixtureId":"gmod.perf.config-var.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"bcc4ff8eb162b699","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10513,"startedAt":"2026-07-11T07:34:36.289Z","completedAt":"2026-07-11T07:34:46.802Z","answerBytes":129,"answerChars":129,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":604,"totalTokens":777,"reasoningTokens":555,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755274-svXQazt5z8AO9qRgpFoe","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal myaddon_color = Color(255,0,0)\nlocal val = myaddon_color\n```\nReason: Flat locals avoid table lookups and are faster.","model_patch":"```lua\nlocal myaddon_color = Color(255,0,0)\nlocal val = myaddon_color\n```\nReason: Flat locals avoid table lookups and are faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.darkrpvar.v1","fixtureId":"gmod.perf.darkrpvar.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"02a37daa699cded3","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10977,"startedAt":"2026-07-11T07:34:37.866Z","completedAt":"2026-07-11T07:34:48.843Z","answerBytes":388,"answerChars":388,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":778,"totalTokens":943,"reasoningTokens":689,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755275-MKGUt1ZDrVDAUMimII6i","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\n-- Preferred way to get a player's job name in DarkRP\nlocal jobName = ply:getDarkRPVar(\"job\") -- returns the job name as a string\n-- Optionally, get the full job table for additional data\nlocal jobTable = ply:getJobTable()\nif jobTable then\n jobName = jobTable.name\nend\n```\nReason: getDarkRPVar is the official DarkRP API for job data and is more reliable than using GetNWString.","model_patch":"```lua\n-- Preferred way to get a player's job name in DarkRP\nlocal jobName = ply:getDarkRPVar(\"job\") -- returns the job name as a string\n-- Optionally, get the full job table for additional data\nlocal jobTable = ply:getJobTable()\nif jobTable then\n jobName = jobTable.name\nend\n```\nReason: getDarkRPVar is the official DarkRP API for job data and is more reliable than using GetNWString."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.disttosqr.v1","fixtureId":"gmod.perf.disttosqr.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a5772470c6859cdc","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11528,"startedAt":"2026-07-11T07:34:39.267Z","completedAt":"2026-07-11T07:34:50.796Z","answerBytes":278,"answerChars":278,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":763,"totalTokens":927,"reasoningTokens":751,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755278-bd6L11H9OIW3wZuPBhIT","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\n-- Example threshold check using squared distance\nlocal thresholdSqr = myThreshold * myThreshold\nif pos1:DistToSqr(pos2) < thresholdSqr then\n -- within threshold\nend\n```\nReason: Using DistToSqr avoids the costly square root of Distance, making threshold checks faster.","model_patch":"```lua\n-- Example threshold check using squared distance\nlocal thresholdSqr = myThreshold * myThreshold\nif pos1:DistToSqr(pos2) < thresholdSqr then\n -- within threshold\nend\n```\nReason: Using DistToSqr avoids the costly square root of Distance, making threshold checks faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ents-iterator.v1","fixtureId":"gmod.perf.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"306d3f1d05f28246","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":5820,"startedAt":"2026-07-11T07:34:46.833Z","completedAt":"2026-07-11T07:34:52.653Z","answerBytes":217,"answerChars":217,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":158,"completionTokens":435,"totalTokens":593,"reasoningTokens":412,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755279-mGqJwVw21HG7lzl4w9DL","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ipairs(ents.GetAll()) do\n -- Perform actions on each entity here\nend\n```\nReason: Using ipairs on ents.GetAll() is the wiki-recommended efficient way to iterate over all entities in Garry's Mod.","model_patch":"```lua\nfor _, ent in ipairs(ents.GetAll()) do\n -- Perform actions on each entity here\nend\n```\nReason: Using ipairs on ents.GetAll() is the wiki-recommended efficient way to iterate over all entities in Garry's Mod."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-players-near.v1","fixtureId":"gmod.perf.find-players-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d139ba2e8ee38a2f","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10565,"startedAt":"2026-07-11T07:34:50.828Z","completedAt":"2026-07-11T07:35:01.394Z","answerBytes":392,"answerChars":392,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":645,"totalTokens":815,"reasoningTokens":588,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755287-Hvl6HB5HBnoMxVtyiIK5","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal function GetPlayersInSphere(pos, radius)\n local r2 = radius * radius\n local result = {}\n for _, ply in ipairs(player.GetAll()) do\n if ply:GetPos():DistToSqr(pos) <= r2 then\n table.insert(result, ply)\n end\n end\n return result\nend\n```\nReason: Iterates only over players, avoiding the overhead of scanning all entities with ents.FindInSphere.","model_patch":"```lua\nlocal function GetPlayersInSphere(pos, radius)\n local r2 = radius * radius\n local result = {}\n for _, ply in ipairs(player.GetAll()) do\n if ply:GetPos():DistToSqr(pos) <= r2 then\n table.insert(result, ply)\n end\n end\n return result\nend\n```\nReason: Iterates only over players, avoiding the overhead of scanning all entities with ents.FindInSphere."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.angle-zero.v1","fixtureId":"gmod.perf.angle-zero.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f6bc97bf98280d62","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":26997,"startedAt":"2026-07-11T07:34:35.654Z","completedAt":"2026-07-11T07:35:02.651Z","answerBytes":347,"answerChars":343,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":763,"totalTokens":929,"reasoningTokens":680,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755274-NxcUfXBnFkSGCrxq0eCd","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\n-- Pre‑allocate a zero Angle outside the hot loop\nlocal zeroAngle = Angle()\n\n-- Inside the hot path, reuse it by resetting its components\nzeroAngle:Set(0, 0, 0)\n-- now use zeroAngle as needed\n```\nReason: Reusing a pre‑allocated Angle and resetting it with :Set avoids allocating a new userdata each call, which is faster in tight loops.","model_patch":"```lua\n-- Pre‑allocate a zero Angle outside the hot loop\nlocal zeroAngle = Angle()\n\n-- Inside the hot path, reuse it by resetting its components\nzeroAngle:Set(0, 0, 0)\n-- now use zeroAngle as needed\n```\nReason: Reusing a pre‑allocated Angle and resetting it with :Set avoids allocating a new userdata each call, which is faster in tight loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.for-vs-while.v1","fixtureId":"gmod.perf.for-vs-while.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b3401a190a8aecf0","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":10524,"startedAt":"2026-07-11T07:34:52.654Z","completedAt":"2026-07-11T07:35:03.178Z","answerBytes":165,"answerChars":165,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":269,"totalTokens":431,"reasoningTokens":245,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755291-wEM304FxQAU8VO3YoXfZ","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, n do\n -- body\nend\nReason: The numeric for loop is compiled to a single internal loop and is generally faster than a while loop for counting.\n```","model_patch":"```lua\nfor i = 1, n do\n -- body\nend\nReason: The numeric for loop is compiled to a single internal loop and is generally faster than a while loop for counting.\n```"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-ents-near.v1","fixtureId":"gmod.perf.find-ents-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"07c583fc3d9fe09f","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":15214,"startedAt":"2026-07-11T07:34:48.846Z","completedAt":"2026-07-11T07:35:04.061Z","answerBytes":384,"answerChars":382,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":178,"completionTokens":709,"totalTokens":887,"reasoningTokens":638,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755285-gNtKHSc59ExP5r5fbkax","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal ply = Entity(1) -- replace with actual player reference\nlocal radius = 256\nlocal nearby = ents.FindInSphere(ply:GetPos(), radius)\nfor _, ent in ipairs(nearby) do\n -- process ent\nend\n```\nReason: ents.FindInSphere is a highly optimized built‑in that quickly returns entities within a radius, making it faster than alternatives like FindInPVS for cheap spatial queries.","model_patch":"```lua\nlocal ply = Entity(1) -- replace with actual player reference\nlocal radius = 256\nlocal nearby = ents.FindInSphere(ply:GetPos(), radius)\nfor _, ent in ipairs(nearby) do\n -- process ent\nend\n```\nReason: ents.FindInSphere is a highly optimized built‑in that quickly returns entities within a radius, making it faster than alternatives like FindInPVS for cheap spatial queries."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hook-once.v1","fixtureId":"gmod.perf.hook-once.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ed1d3e09249fc8bb","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4494,"startedAt":"2026-07-11T07:35:01.473Z","completedAt":"2026-07-11T07:35:05.968Z","answerBytes":360,"answerChars":360,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":174,"completionTokens":489,"totalTokens":663,"reasoningTokens":458,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755295-0EE1WpRB77TCqlxzlru3","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\n-- Faster: call hook.Run once with all players\nhook.Run(\"MyCustomTick\", player.GetAll())\n\n-- Slower: loop and call hook.Run per player\nfor _, ply in ipairs(player.GetAll()) do\n hook.Run(\"MyCustomTick\", ply)\nend\n```\nReason: Calling hook.Run once with all players reduces hook invocation overhead, avoiding repeated function calls per player each tick.","model_patch":"```lua\n-- Faster: call hook.Run once with all players\nhook.Run(\"MyCustomTick\", player.GetAll())\n\n-- Slower: loop and call hook.Run per player\nfor _, ply in ipairs(player.GetAll()) do\n hook.Run(\"MyCustomTick\", ply)\nend\n```\nReason: Calling hook.Run once with all players reduces hook invocation overhead, avoiding repeated function calls per player each tick."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hudpaint-cache.v1","fixtureId":"gmod.perf.hudpaint-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3def450f3158ceff","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9435,"startedAt":"2026-07-11T07:35:02.674Z","completedAt":"2026-07-11T07:35:12.110Z","answerBytes":465,"answerChars":465,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":718,"totalTokens":889,"reasoningTokens":516,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755297-wufJms2sNux3y5KJ0JDu","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"OptimizedHealthHUD\", function()\n local hp = LocalPlayer():Health()\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 10, Color(255,255,255))\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 30, Color(255,0,0))\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 50, Color(0,255,0))\nend)\n```\nReason: Caching the health value in a local variable avoids three separate function calls per frame, reducing overhead.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"OptimizedHealthHUD\", function()\n local hp = LocalPlayer():Health()\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 10, Color(255,255,255))\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 30, Color(255,0,0))\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 50, Color(0,255,0))\nend)\n```\nReason: Caching the health value in a local variable avoids three separate function calls per frame, reducing overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.localplayer-cache.v1","fixtureId":"gmod.perf.localplayer-cache.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"7398105af47b079e","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":7159,"startedAt":"2026-07-11T07:35:05.994Z","completedAt":"2026-07-11T07:35:13.154Z","answerBytes":240,"answerChars":240,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":300,"totalTokens":464,"reasoningTokens":275,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755301-Lf5yUnY1MEQUAhS4oqla","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal lp = LocalPlayer()\n-- Use lp wherever you need the player entity\nlp:ChatPrint(\"Cached LocalPlayer example\")\n```\nReason: Caching LocalPlayer() in a local variable eliminates repeated global lookups, reducing overhead each frame.","model_patch":"```lua\nlocal lp = LocalPlayer()\n-- Use lp wherever you need the player entity\nlp:ChatPrint(\"Cached LocalPlayer example\")\n```\nReason: Caching LocalPlayer() in a local variable eliminates repeated global lookups, reducing overhead each frame."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.looking-at.v1","fixtureId":"gmod.perf.looking-at.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"20b22f678a4b08d7","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":5425,"startedAt":"2026-07-11T07:35:12.167Z","completedAt":"2026-07-11T07:35:17.593Z","answerBytes":385,"answerChars":385,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":178,"completionTokens":706,"totalTokens":884,"reasoningTokens":643,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755305-s0x51HNTDLOS9kMJz8Ec","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal function PlayersFacingEachOther(ply1, ply2)\n local aim1 = ply1:GetAimVector()\n local aim2 = ply2:GetAimVector()\n return aim1:Dot(aim2) < -0.5 -- threshold for \"roughly opposite\"\nend\n```\nReason: Using the dot product of aim vectors avoids the expensive acos; a dot near -1 means the vectors point opposite, indicating the players are roughly looking at each other.","model_patch":"```lua\nlocal function PlayersFacingEachOther(ply1, ply2)\n local aim1 = ply1:GetAimVector()\n local aim2 = ply2:GetAimVector()\n return aim1:Dot(aim2) < -0.5 -- threshold for \"roughly opposite\"\nend\n```\nReason: Using the dot product of aim vectors avoids the expensive acos; a dot near -1 means the vectors point opposite, indicating the players are roughly looking at each other."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.meta-vs-arg.v1","fixtureId":"gmod.perf.meta-vs-arg.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"de332f7356830dfa","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13351,"startedAt":"2026-07-11T07:35:13.186Z","completedAt":"2026-07-11T07:35:26.538Z","answerBytes":133,"answerChars":133,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":782,"totalTokens":948,"reasoningTokens":830,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755306-g705iBkV55L8AiiOanLB","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nSomeHelper(ply)\n```\nReason: SomeHelper(ply) avoids the extra table lookup involved in colon syntax, making it slightly faster.","model_patch":"```lua\nSomeHelper(ply)\n```\nReason: SomeHelper(ply) avoids the extra table lookup involved in colon syntax, making it slightly faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.pairs-ipairs-for.v1","fixtureId":"gmod.perf.pairs-ipairs-for.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"de5e4875fcf3e600","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13022,"startedAt":"2026-07-11T07:35:26.603Z","completedAt":"2026-07-11T07:35:39.626Z","answerBytes":165,"answerChars":165,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":489,"totalTokens":657,"reasoningTokens":487,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755324-xPMTbdTLXvqcJeKzFzwF","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, #t do\n local v = t[i]\n -- process v\nend\n```\nReason: numeric for loop avoids iterator overhead, making it fastest for large sequential tables.","model_patch":"```lua\nfor i = 1, #t do\n local v = t[i]\n -- process v\nend\n```\nReason: numeric for loop avoids iterator overhead, making it fastest for large sequential tables."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.plain-lua-vs-fn.v1","fixtureId":"gmod.perf.plain-lua-vs-fn.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ead0a98b3ff6a388","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9443,"startedAt":"2026-07-11T07:35:39.632Z","completedAt":"2026-07-11T07:35:49.079Z","answerBytes":539,"answerChars":539,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":487,"totalTokens":658,"reasoningTokens":387,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755332-smDytHNFoqwVDTGnSLrY","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal function pipeline(list, mapFn, filterFn)\n local out = {}\n for i = 1, #list do\n local v = list[i]\n if filterFn(v) then\n out[#out + 1] = mapFn(v)\n end\n end\n return out\nend\n\n-- Example usage:\nlocal players = player.GetAll()\nlocal aliveNames = pipeline(players,\n function(p) return p:Nick() end,\n function(p) return p:Alive() end)\n```\nReason: This does map and filter in a single pass, avoiding intermediate allocations and extra function call overhead of DarkRP's fn combinators.","model_patch":"```lua\nlocal function pipeline(list, mapFn, filterFn)\n local out = {}\n for i = 1, #list do\n local v = list[i]\n if filterFn(v) then\n out[#out + 1] = mapFn(v)\n end\n end\n return out\nend\n\n-- Example usage:\nlocal players = player.GetAll()\nlocal aliveNames = pipeline(players,\n function(p) return p:Nick() end,\n function(p) return p:Alive() end)\n```\nReason: This does map and filter in a single pass, avoiding intermediate allocations and extra function call overhead of DarkRP's fn combinators."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.player-cache-hooks.v1","fixtureId":"gmod.perf.player-cache-hooks.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a834817afe9e6c25","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4754,"startedAt":"2026-07-11T07:35:49.117Z","completedAt":"2026-07-11T07:35:53.872Z","answerBytes":612,"answerChars":610,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":182,"completionTokens":650,"totalTokens":832,"reasoningTokens":566,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755341-BAu6qTcN299H0CloL3XS","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal cachedPlayers = {}\n\nlocal function refreshPlayers()\n cachedPlayers = player.GetAll()\nend\n\nhook.Add(\"PlayerInitialSpawn\", \"CachePlayersRefresh\", refreshPlayers)\nhook.Add(\"PlayerDisconnect\", \"CachePlayersRefresh\", refreshPlayers)\n\n-- Example Think hook using the cached table\nhook.Add(\"Think\", \"CachedPlayerThink\", function()\n for _, ply in ipairs(cachedPlayers) do\n if IsValid(ply) then\n -- put your per‑player logic here\n end\n end\nend)\n```\nReason: Caches the player list and updates it only on join/leave events, avoiding costly ipairs(player.GetAll()) each tick.","model_patch":"```lua\nlocal cachedPlayers = {}\n\nlocal function refreshPlayers()\n cachedPlayers = player.GetAll()\nend\n\nhook.Add(\"PlayerInitialSpawn\", \"CachePlayersRefresh\", refreshPlayers)\nhook.Add(\"PlayerDisconnect\", \"CachePlayersRefresh\", refreshPlayers)\n\n-- Example Think hook using the cached table\nhook.Add(\"Think\", \"CachedPlayerThink\", function()\n for _, ply in ipairs(cachedPlayers) do\n if IsValid(ply) then\n -- put your per‑player logic here\n end\n end\nend)\n```\nReason: Caches the player list and updates it only on join/leave events, avoiding costly ipairs(player.GetAll()) each tick."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.msg-vs-print.v1","fixtureId":"gmod.perf.msg-vs-print.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"6cbb4e4b2f19dd24","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":42137,"startedAt":"2026-07-11T07:35:17.606Z","completedAt":"2026-07-11T07:35:59.777Z","answerBytes":167,"answerChars":165,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":728,"totalTokens":889,"reasoningTokens":716,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755324-ujMDufKBluNdE18XwFak","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nMsg(\"DEBUG: \", value, \"\\n\")\nReason: Msg writes directly to the console avoiding the formatting overhead of print, making it faster for hot‑path debugging.\n```","model_patch":"```lua\nMsg(\"DEBUG: \", value, \"\\n\")\nReason: Msg writes directly to the console avoiding the formatting overhead of print, making it faster for hot‑path debugging.\n```"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ply-table-index.v1","fixtureId":"gmod.perf.ply-table-index.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f18cc80df8999147","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11139,"startedAt":"2026-07-11T07:35:53.952Z","completedAt":"2026-07-11T07:36:05.092Z","answerBytes":260,"answerChars":260,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":791,"totalTokens":954,"reasoningTokens":749,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755346-i1MURJY8141KG5Gyd4ce","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal PlayerData = setmetatable({}, { __mode = \"k\" })\nPlayerData[ply] = value -- store\nlocal val = PlayerData[ply] -- read\n```\nReason: Plain table lookups avoid the entity's metatable __index overhead, making reads faster than accessing ply.someField.","model_patch":"```lua\nlocal PlayerData = setmetatable({}, { __mode = \"k\" })\nPlayerData[ply] = value -- store\nlocal val = PlayerData[ply] -- read\n```\nReason: Plain table lookups avoid the entity's metatable __index overhead, making reads faster than accessing ply.someField."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.seq-tables.v1","fixtureId":"gmod.perf.seq-tables.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4778b0220c3f91a3","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8674,"startedAt":"2026-07-11T07:35:59.938Z","completedAt":"2026-07-11T07:36:08.613Z","answerBytes":304,"answerChars":304,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":500,"totalTokens":668,"reasoningTokens":456,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755352-QgQ38A5K2dIq4ECHD9T1","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\n-- Faster iteration: sequential numeric array\nlocal values = { 10, 20, 30, 40 }\nfor i = 1, #values do\n local v = values[i]\n -- do something with v\nend\n```\nReason: Sequential number-indexed arrays allow direct index access without hash lookups, making iteration faster than string-keyed maps.","model_patch":"```lua\n-- Faster iteration: sequential numeric array\nlocal values = { 10, 20, 30, 40 }\nfor i = 1, #values do\n local v = values[i]\n -- do something with v\nend\n```\nReason: Sequential number-indexed arrays allow direct index access without hash lookups, making iteration faster than string-keyed maps."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.setdrawcolor-split.v1","fixtureId":"gmod.perf.setdrawcolor-split.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d110fde8a37bbe59","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":5668,"startedAt":"2026-07-11T07:36:05.125Z","completedAt":"2026-07-11T07:36:10.796Z","answerBytes":202,"answerChars":202,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":418,"totalTokens":585,"reasoningTokens":374,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755357-i8cM2OKVY7vXGiGSYy59","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\n```\nReason: Passing separate r, g, b, a numbers avoids allocating a Color object each frame, reducing GC overhead and improving performance in hot draw paths.","model_patch":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\n```\nReason: Passing separate r, g, b, a numbers avoids allocating a Color object each frame, reducing GC overhead and improving performance in hot draw paths."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.sqlite-vs-mysql.v1","fixtureId":"gmod.perf.sqlite-vs-mysql.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4a3f5d2a20d71ac9","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4568,"startedAt":"2026-07-11T07:36:08.619Z","completedAt":"2026-07-11T07:36:13.188Z","answerBytes":297,"answerChars":295,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":185,"completionTokens":667,"totalTokens":852,"reasoningTokens":689,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755361-jxSJgY87qRV30w6OpuR9","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal result = sql.Query(\"SELECT * FROM players WHERE steamid = '\" .. sql.SQLStr(steamid) .. \"'\")\n```\nReason: Local SQLite runs on the same machine as the server, eliminating network round‑trip overhead and thus provides lower latency for reads/writes compared to a remote MySQL database.","model_patch":"```lua\nlocal result = sql.Query(\"SELECT * FROM players WHERE steamid = '\" .. sql.SQLStr(steamid) .. \"'\")\n```\nReason: Local SQLite runs on the same machine as the server, eliminating network round‑trip overhead and thus provides lower latency for reads/writes compared to a remote MySQL database."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.steamid-cache.v1","fixtureId":"gmod.perf.steamid-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"e8a94aa454154982","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":3866,"startedAt":"2026-07-11T07:36:10.797Z","completedAt":"2026-07-11T07:36:14.664Z","answerBytes":455,"answerChars":455,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":517,"totalTokens":678,"reasoningTokens":406,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755363-GuTAhYddXIBEFwVrddnF","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal steamIDCache = setmetatable({}, { __mode = \"k\" }) -- weak keys to avoid memory leak\n\nlocal function GetSteamID(ply)\n if not IsValid(ply) then return \"BOT\" end\n local cached = steamIDCache[ply]\n if cached ~= nil then\n return cached\n end\n local id = ply:SteamID()\n steamIDCache[ply] = id\n return id\nend\n```\nReason: Caches each player's SteamID in a weak-key table, eliminating repeated costly calls to ply:SteamID().","model_patch":"```lua\nlocal steamIDCache = setmetatable({}, { __mode = \"k\" }) -- weak keys to avoid memory leak\n\nlocal function GetSteamID(ply)\n if not IsValid(ply) then return \"BOT\" end\n local cached = steamIDCache[ply]\n if cached ~= nil then\n return cached\n end\n local id = ply:SteamID()\n steamIDCache[ply] = id\n return id\nend\n```\nReason: Caches each player's SteamID in a weak-key table, eliminating repeated costly calls to ply:SteamID()."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.string-table-concat.v1","fixtureId":"gmod.perf.string-table-concat.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b0cf9e04ae7c5dd9","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4546,"startedAt":"2026-07-11T07:36:13.200Z","completedAt":"2026-07-11T07:36:17.746Z","answerBytes":276,"answerChars":276,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":393,"totalTokens":554,"reasoningTokens":384,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755365-BSesrdBsdBdGw68cTZko","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\n-- Assuming `pieces` is a table containing thousands of small strings\nlocal result = table.concat(pieces)\n```\nReason: table.concat builds the final string in a single allocation, which is far faster than repeated .. concatenation that creates many intermediate strings.","model_patch":"```lua\n-- Assuming `pieces` is a table containing thousands of small strings\nlocal result = table.concat(pieces)\n```\nReason: table.concat builds the final string in a single allocation, which is far faster than repeated .. concatenation that creates many intermediate strings."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-drawrect.v1","fixtureId":"gmod.perf.surface-drawrect.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"696e8de769d9ad0e","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4110,"startedAt":"2026-07-11T07:36:14.712Z","completedAt":"2026-07-11T07:36:18.824Z","answerBytes":243,"answerChars":241,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":439,"totalTokens":605,"reasoningTokens":388,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755367-74X9fTqUF6VFpdzgNGVs","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(color.r, color.g, color.b, color.a)\nsurface.DrawRect(x, y, w, h)\n```\nReason: surface.DrawRect skips the rounding checks and extra function calls of draw.RoundedBox(0, …), giving a faster draw for plain rectangles.","model_patch":"```lua\nsurface.SetDrawColor(color.r, color.g, color.b, color.a)\nsurface.DrawRect(x, y, w, h)\n```\nReason: surface.DrawRect skips the rounding checks and extra function calls of draw.RoundedBox(0, …), giving a faster draw for plain rectangles."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-text.v1","fixtureId":"gmod.perf.surface-text.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"95d9fe4918ee4197","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":3460,"startedAt":"2026-07-11T07:36:17.754Z","completedAt":"2026-07-11T07:36:21.216Z","answerBytes":377,"answerChars":375,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":467,"totalTokens":635,"reasoningTokens":394,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755370-WISxfBWUhaYlnelwOG5c","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"FastText\", function()\n surface.SetFont(\"DermaDefault\")\n surface.SetTextColor(255, 255, 255, 255)\n surface.SetTextPos(10, 10)\n surface.DrawText(\"Hello World\")\nend)\n```\nReason: surface.SetFont + surface.DrawText skips the extra table handling and outline logic of draw.DrawText/SimpleTextOutlined, resulting in lower per‑frame overhead.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"FastText\", function()\n surface.SetFont(\"DermaDefault\")\n surface.SetTextColor(255, 255, 255, 255)\n surface.SetTextPos(10, 10)\n surface.DrawText(\"Hello World\")\nend)\n```\nReason: surface.SetFont + surface.DrawText skips the extra table handling and outline logic of draw.DrawText/SimpleTextOutlined, resulting in lower per‑frame overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-empty.v1","fixtureId":"gmod.perf.table-empty.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3a6344977f5bd475","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":6092,"startedAt":"2026-07-11T07:36:21.284Z","completedAt":"2026-07-11T07:36:27.377Z","answerBytes":190,"answerChars":190,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":658,"totalTokens":825,"reasoningTokens":714,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755373-TKINKhhBJaSeErHuzB1I","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\ntable.Empty(t)\n```\nReason: table.Empty(t) empties the table in place without allocating a new table, reducing garbage collection overhead and being faster for large sequential tables.","model_patch":"```lua\ntable.Empty(t)\n```\nReason: table.Empty(t) empties the table in place without allocating a new table, reducing garbage collection overhead and being faster for large sequential tables."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-hasvalue.v1","fixtureId":"gmod.perf.table-hasvalue.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"7d064428a873fdfc","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4460,"startedAt":"2026-07-11T07:36:27.390Z","completedAt":"2026-07-11T07:36:31.852Z","answerBytes":390,"answerChars":390,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":474,"totalTokens":637,"reasoningTokens":370,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755380-sF1JbpRpKPOB7rCzkoGL","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\n-- Faster set membership test using a table as a hash set\nlocal mySet = {\n [\"apple\"] = true,\n [\"banana\"] = true,\n [\"cherry\"] = true\n}\n\nlocal function contains(value)\n return mySet[value] ~= nil\nend\n\n-- Example usage\nif contains(\"banana\") then\n print(\"Found\")\nend\n```\nReason: Using a table as a set gives O(1) key lookup instead of O(n) linear scan like table.HasValue.","model_patch":"```lua\n-- Faster set membership test using a table as a hash set\nlocal mySet = {\n [\"apple\"] = true,\n [\"banana\"] = true,\n [\"cherry\"] = true\n}\n\nlocal function contains(value)\n return mySet[value] ~= nil\nend\n\n-- Example usage\nif contains(\"banana\") then\n print(\"Found\")\nend\n```\nReason: Using a table as a set gives O(1) key lookup instead of O(n) linear scan like table.HasValue."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-literal.v1","fixtureId":"gmod.perf.table-literal.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f95a8fc610d720ad","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":3190,"startedAt":"2026-07-11T07:36:31.853Z","completedAt":"2026-07-11T07:36:35.043Z","answerBytes":220,"answerChars":220,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":403,"totalTokens":567,"reasoningTokens":391,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755384-aOKf6Q6sWeP4gIhTuJEp","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal t = {x = 1, y = 2, z = 3}\n```\nReason: The table constructor directly creates the table with fields in one step, avoiding extra hash lookups and assignments that occur when adding fields after an empty table.","model_patch":"```lua\nlocal t = {x = 1, y = 2, z = 3}\n```\nReason: The table constructor directly creates the table with fields in one step, avoiding extra hash lookups and assignments that occur when adding fields after an empty table."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-random.v1","fixtureId":"gmod.perf.table-random.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"f3e090701953d4a9","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":2993,"startedAt":"2026-07-11T07:36:35.064Z","completedAt":"2026-07-11T07:36:38.057Z","answerBytes":198,"answerChars":198,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":391,"totalTokens":551,"reasoningTokens":389,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755387-YWKUARnBkZOsrtUOsVlG","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal function randomSequential(t)\n return t[math.random(#t)]\nend\n```\nReason: Direct indexing with math.random is O(1) and skips the overhead of table.Random's safety checks and iteration.","model_patch":"```lua\nlocal function randomSequential(t)\n return t[math.random(#t)]\nend\n```\nReason: Direct indexing with math.random is O(1) and skips the overhead of table.Random's safety checks and iteration."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-count-hash.v1","fixtureId":"gmod.perf.table-count-hash.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3e9bbfc8452e05e3","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":21940,"startedAt":"2026-07-11T07:36:18.848Z","completedAt":"2026-07-11T07:36:40.788Z","answerBytes":150,"answerChars":150,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":420,"totalTokens":576,"reasoningTokens":431,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755371-RjElXRziYLpvK3DDd1eX","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal length = #myTable\n```\nReason: The # length operator returns the count of consecutive integer keys starting at 1 in a sequence-like table.","model_patch":"```lua\nlocal length = #myTable\n```\nReason: The # length operator returns the count of consecutive integer keys starting at 1 in a sequence-like table."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.x-times-x.v1","fixtureId":"gmod.perf.x-times-x.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"79d48008f6b5174f","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4854,"startedAt":"2026-07-11T07:36:38.059Z","completedAt":"2026-07-11T07:36:42.914Z","answerBytes":221,"answerChars":221,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":508,"totalTokens":665,"reasoningTokens":438,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755390-wa4wznhNa2VqR2iPm6WO","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal xx = x\nfor i = 1, 1000000 do\n local sq = xx * xx\n -- use sq as needed\nend\n```\nReason: Localizing the value avoids global lookups and multiplication is the fastest operation for squaring a number in Lua.","model_patch":"```lua\nlocal xx = x\nfor i = 1, 1000000 do\n local sq = xx * xx\n -- use sq as needed\nend\n```\nReason: Localizing the value avoids global lookups and multiplication is the fastest operation for squaring a number in Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.player-iterator.v1","fixtureId":"gmod.player-iterator.v1","fixtureVersion":2,"rubricVersion":"4","promptHash":"fe3d7469535a0ca2","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":2747,"startedAt":"2026-07-11T07:36:40.790Z","completedAt":"2026-07-11T07:36:43.538Z","answerBytes":157,"answerChars":157,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":175,"completionTokens":375,"totalTokens":550,"reasoningTokens":368,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755393-4uGa8rUejk7WQcJdeDUj","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nfor _, ply in ipairs(player.GetAll()) do\n -- Your code here\nend\nReason: Iterates over all connected players using ipairs for ordered traversal.\n```","model_patch":"```lua\nfor _, ply in ipairs(player.GetAll()) do\n -- Your code here\nend\nReason: Iterates over all connected players using ipairs for ordered traversal.\n```"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.hook-add.v1","fixtureId":"gmod.hook-add.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"12d2222fdb7d6b90","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter HTTP 429.","durationMs":2495,"startedAt":"2026-07-11T07:36:43.568Z","completedAt":"2026-07-11T07:36:46.063Z","answerBytes":null,"answerChars":null,"httpStatus":429,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":78,"completionTokens":0,"totalTokens":78,"source":"estimated"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.ents-iterator.v1","fixtureId":"gmod.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"3990c92253db85bb","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":5429,"startedAt":"2026-07-11T07:36:42.916Z","completedAt":"2026-07-11T07:36:48.346Z","answerBytes":232,"answerChars":232,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":753,"totalTokens":919,"reasoningTokens":774,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755395-RPlvb729cUdbAXpkuyQs","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n -- Your code here\n print(ent)\nend\n```\nReason: Using ents.FindByClass directly retrieves only prop_physics entities without creating a table of all map entities.","model_patch":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n -- Your code here\n print(ent)\nend\n```\nReason: Using ents.FindByClass directly retrieves only prop_physics entities without creating a table of all map entities."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.net-receivers.v1","fixtureId":"gmod.net-receivers.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"24d54ee8366753a6","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4134,"startedAt":"2026-07-11T07:36:48.402Z","completedAt":"2026-07-11T07:36:52.538Z","answerBytes":323,"answerChars":323,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":265,"totalTokens":425,"reasoningTokens":197,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755401-lKGFOvdxgqSOolb5fBxo","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len)\n -- Example: read a string sent from the server\n local message = net.ReadString()\n print(\"Received MyAddon.Sync:\", message)\n -- Add custom handling logic here\nend)\n```\nReason: Registers a net.Receive handler for the MyAddon.Sync message to process incoming data.","model_patch":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len)\n -- Example: read a string sent from the server\n local message = net.ReadString()\n print(\"Received MyAddon.Sync:\", message)\n -- Add custom handling logic here\nend)\n```\nReason: Registers a net.Receive handler for the MyAddon.Sync message to process incoming data."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.isvalid.v1","fixtureId":"gmod.isvalid.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"35527312e59dfc13","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter HTTP 429.","durationMs":8058,"startedAt":"2026-07-11T07:36:46.067Z","completedAt":"2026-07-11T07:36:54.126Z","answerBytes":null,"answerChars":null,"httpStatus":429,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":74,"completionTokens":0,"totalTokens":74,"source":"estimated"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-color.v1","fixtureId":"gmod.perf.local-color.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"16a7bed1b931d467","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"timeout","detail":"HTTP request exceeded the attempt timeout.","durationMs":120080,"startedAt":"2026-07-11T07:35:03.202Z","completedAt":"2026-07-11T07:37:03.282Z","answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":63,"completionTokens":0,"totalTokens":63,"source":"estimated"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.darkrpvar.v1","fixtureId":"gmod.perf.darkrpvar.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"02a37daa699cded3","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.disttosqr.v1","fixtureId":"gmod.perf.disttosqr.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a5772470c6859cdc","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ents-iterator.v1","fixtureId":"gmod.perf.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"306d3f1d05f28246","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-ents-near.v1","fixtureId":"gmod.perf.find-ents-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"07c583fc3d9fe09f","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-players-near.v1","fixtureId":"gmod.perf.find-players-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d139ba2e8ee38a2f","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.for-vs-while.v1","fixtureId":"gmod.perf.for-vs-while.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b3401a190a8aecf0","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hook-once.v1","fixtureId":"gmod.perf.hook-once.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ed1d3e09249fc8bb","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hudpaint-cache.v1","fixtureId":"gmod.perf.hudpaint-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3def450f3158ceff","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-color.v1","fixtureId":"gmod.perf.local-color.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"16a7bed1b931d467","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-vs-global.v1","fixtureId":"gmod.perf.local-vs-global.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"c116d8c651190647","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.localplayer-cache.v1","fixtureId":"gmod.perf.localplayer-cache.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"7398105af47b079e","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.looking-at.v1","fixtureId":"gmod.perf.looking-at.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"20b22f678a4b08d7","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} 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{"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.plain-lua-vs-fn.v1","fixtureId":"gmod.perf.plain-lua-vs-fn.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ead0a98b3ff6a388","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} 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{"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ply-table-index.v1","fixtureId":"gmod.perf.ply-table-index.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f18cc80df8999147","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.seq-tables.v1","fixtureId":"gmod.perf.seq-tables.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4778b0220c3f91a3","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.setdrawcolor-split.v1","fixtureId":"gmod.perf.setdrawcolor-split.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d110fde8a37bbe59","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.sqlite-vs-mysql.v1","fixtureId":"gmod.perf.sqlite-vs-mysql.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4a3f5d2a20d71ac9","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.steamid-cache.v1","fixtureId":"gmod.perf.steamid-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"e8a94aa454154982","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.string-table-concat.v1","fixtureId":"gmod.perf.string-table-concat.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b0cf9e04ae7c5dd9","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-drawrect.v1","fixtureId":"gmod.perf.surface-drawrect.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"696e8de769d9ad0e","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-text.v1","fixtureId":"gmod.perf.surface-text.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"95d9fe4918ee4197","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-count-hash.v1","fixtureId":"gmod.perf.table-count-hash.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3e9bbfc8452e05e3","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-empty.v1","fixtureId":"gmod.perf.table-empty.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3a6344977f5bd475","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-hasvalue.v1","fixtureId":"gmod.perf.table-hasvalue.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"7d064428a873fdfc","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-literal.v1","fixtureId":"gmod.perf.table-literal.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f95a8fc610d720ad","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-random.v1","fixtureId":"gmod.perf.table-random.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"f3e090701953d4a9","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.x-times-x.v1","fixtureId":"gmod.perf.x-times-x.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"79d48008f6b5174f","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-vs-global.v1","fixtureId":"gmod.perf.local-vs-global.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"c116d8c651190647","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@medium","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@medium","attemptIndex":1,"status":"timeout","detail":"HTTP request exceeded the attempt timeout.","durationMs":120114,"startedAt":"2026-07-11T07:35:04.129Z","completedAt":"2026-07-11T07:37:04.243Z","answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":62,"completionTokens":0,"totalTokens":62,"source":"estimated"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.player-iterator.v1","fixtureId":"gmod.player-iterator.v1","fixtureVersion":2,"rubricVersion":"4","promptHash":"fe3d7469535a0ca2","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"protocol_error","detail":"Skipped: free model produced no text earlier in this run (will quarantine after run if pattern holds).","durationMs":0,"startedAt":null,"completedAt":null,"answerBytes":null,"answerChars":null,"httpStatus":null,"httpAttempts":null,"exitCode":null,"usage":null,"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.config-var.v1","fixtureId":"gmod.perf.config-var.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"bcc4ff8eb162b699","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15177,"startedAt":"2026-07-11T07:36:54.128Z","completedAt":"2026-07-11T07:37:09.306Z","answerBytes":165,"answerChars":165,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":522,"totalTokens":695,"reasoningTokens":494,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755417-eRg1TRPHfO4apWHuQ4N1","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal myaddon_color = Color(255,0,0)\nlocal col = myaddon_color\n```\nReason: Flat local variables avoid table lookup overhead and are faster for frequent reads.","model_patch":"```lua\nlocal myaddon_color = Color(255,0,0)\nlocal col = myaddon_color\n```\nReason: Flat local variables avoid table lookup overhead and are faster for frequent reads."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.angle-zero.v1","fixtureId":"gmod.perf.angle-zero.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f6bc97bf98280d62","adapterId":"openrouter","model":"nvidia/nemotron-3-super-120b-a12b:free@low","model_name_or_path":"nvidia/nemotron-3-super-120b-a12b:free@low","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":18967,"startedAt":"2026-07-11T07:36:52.596Z","completedAt":"2026-07-11T07:37:11.564Z","answerBytes":298,"answerChars":294,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":989,"totalTokens":1155,"reasoningTokens":940,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755412-GWn8vdUyna0SOAXAYn1O","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-super-120b-a12b-20230311:free","source":"provider"},"finalResponse":"```lua\nlocal zeroAngle = Angle(0,0,0) -- pre‑created zero angle\n-- In hot path:\nlocal ang = zeroAngle:Copy() -- fresh zeroed angle without calling Angle() constructor\n```\nReason: Reusing a pre‑allocated zero angle and copying it avoids the overhead of calling the Angle constructor each time.","model_patch":"```lua\nlocal zeroAngle = Angle(0,0,0) -- pre‑created zero angle\n-- In hot path:\nlocal ang = zeroAngle:Copy() -- fresh zeroed angle without calling Angle() constructor\n```\nReason: Reusing a pre‑allocated zero angle and copying it avoids the overhead of calling the Angle constructor each time."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.hook-add.v1","fixtureId":"gmod.hook-add.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"12d2222fdb7d6b90","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Registers a named hook with hook.Add.","durationMs":7877,"startedAt":"2026-07-11T07:37:04.294Z","completedAt":"2026-07-11T07:37:12.171Z","answerBytes":197,"answerChars":197,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":163,"totalTokens":336,"reasoningTokens":117,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755423-lxydKhhdMFWpn3sNH7l5","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function()\n -- Your Think logic here\nend)\n```\nReason: Registers a Think hook callback with the unique identifier \"MyAddon.Think\" so it runs every frame.","model_patch":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function()\n -- Your Think logic here\nend)\n```\nReason: Registers a Think hook callback with the unique identifier \"MyAddon.Think\" so it runs every frame."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.isvalid.v1","fixtureId":"gmod.isvalid.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"35527312e59dfc13","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Uses IsValid for entity/object validity.","durationMs":7260,"startedAt":"2026-07-11T07:37:09.315Z","completedAt":"2026-07-11T07:37:16.576Z","answerBytes":150,"answerChars":150,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":169,"completionTokens":364,"totalTokens":533,"reasoningTokens":341,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755425-QtklvzqmG3qrBblEbchy","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nif IsValid(ent) then\n -- safe to call methods on ent\nend\n```\nReason: Use IsValid to verify the entity is still valid before calling methods.","model_patch":"```lua\nif IsValid(ent) then\n -- safe to call methods on ent\nend\n```\nReason: Use IsValid to verify the entity is still valid before calling methods."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.net-receivers.v1","fixtureId":"gmod.net-receivers.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"24d54ee8366753a6","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":5095,"startedAt":"2026-07-11T07:37:11.571Z","completedAt":"2026-07-11T07:37:16.667Z","answerBytes":195,"answerChars":195,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":242,"totalTokens":402,"reasoningTokens":200,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755427-kuCWsmrsHlFLvNW9TdZL","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\n -- Handle the incoming MyAddon.Sync net message here\nend)\n```\nReason: Registers a net message handler for MyAddon.Sync using net.Receive.","model_patch":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\n -- Handle the incoming MyAddon.Sync net message here\nend)\n```\nReason: Registers a net message handler for MyAddon.Sync using net.Receive."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.ents-iterator.v1","fixtureId":"gmod.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"3990c92253db85bb","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14665,"startedAt":"2026-07-11T07:37:04.284Z","completedAt":"2026-07-11T07:37:18.949Z","answerBytes":201,"answerChars":201,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":377,"totalTokens":543,"reasoningTokens":343,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755421-kKVlJxgnhx0EebwnHupA","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ents.Iterator() do\n if ent:GetClass() == \"prop_physics\" then\n -- process ent\n end\nend\n```\nReason: Uses ents.Iterator to iterate entities without creating a full table.","model_patch":"```lua\nfor _, ent in ents.Iterator() do\n if ent:GetClass() == \"prop_physics\" then\n -- process ent\n end\nend\n```\nReason: Uses ents.Iterator to iterate entities without creating a full table."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.angle-zero.v1","fixtureId":"gmod.perf.angle-zero.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f6bc97bf98280d62","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":10516,"startedAt":"2026-07-11T07:37:12.197Z","completedAt":"2026-07-11T07:37:22.714Z","answerBytes":508,"answerChars":508,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":693,"totalTokens":859,"reasoningTokens":522,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755430-t56J0gCk0mw93LTDCyNy","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Slow: new allocation each call\nlocal function SlowZeroAngle()\n return Angle(0, 0, 0) -- or Angle()\nend\n\n-- Fast: reuse a single Angle instance\nlocal _zeroAng = Angle(0, 0, 0)\nlocal function FastZeroAngle()\n _zeroAng.p = 0\n _zeroAng.y = 0\n _zeroAng.r = 0\n return _zeroAng\nend\n\n-- Usage in hot path\nfor i = 1, 100000 do\n local ang = FastZeroAngle()\n -- use ang\nend\n```\nReason: Reusing a pre-allocated Angle avoids garbage collection pressure and allocation overhead in hot paths.","model_patch":"```lua\n-- Slow: new allocation each call\nlocal function SlowZeroAngle()\n return Angle(0, 0, 0) -- or Angle()\nend\n\n-- Fast: reuse a single Angle instance\nlocal _zeroAng = Angle(0, 0, 0)\nlocal function FastZeroAngle()\n _zeroAng.p = 0\n _zeroAng.y = 0\n _zeroAng.r = 0\n return _zeroAng\nend\n\n-- Usage in hot path\nfor i = 1, 100000 do\n local ang = FastZeroAngle()\n -- use ang\nend\n```\nReason: Reusing a pre-allocated Angle avoids garbage collection pressure and allocation overhead in hot paths."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.config-var.v1","fixtureId":"gmod.perf.config-var.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"bcc4ff8eb162b699","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6511,"startedAt":"2026-07-11T07:37:16.638Z","completedAt":"2026-07-11T07:37:23.150Z","answerBytes":278,"answerChars":278,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":340,"totalTokens":513,"reasoningTokens":288,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755431-V0Ctlvxcs0FMv6WD0tjn","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Preferred: flat local variable\nlocal myAddonColor = Color(255, 0, 0)\n\n-- Frequent read\nlocal c = myAddonColor\n```\nReason: Local variable access is a single register lookup, avoiding table traversals and global environment lookups, making it fastest for frequent reads.","model_patch":"```lua\n-- Preferred: flat local variable\nlocal myAddonColor = Color(255, 0, 0)\n\n-- Frequent read\nlocal c = myAddonColor\n```\nReason: Local variable access is a single register lookup, avoiding table traversals and global environment lookups, making it fastest for frequent reads."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.disttosqr.v1","fixtureId":"gmod.perf.disttosqr.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a5772470c6859cdc","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11143,"startedAt":"2026-07-11T07:37:18.976Z","completedAt":"2026-07-11T07:37:30.119Z","answerBytes":250,"answerChars":250,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":327,"totalTokens":491,"reasoningTokens":284,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755440-omxetdU8ImfV8P5gS5Wb","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal threshold = 100\nif vec1:DistToSqr(vec2) < threshold * threshold then\n -- vectors are within the threshold distance\nend\n```\nReason: DistToSqr returns the squared distance, allowing a fast threshold check without the costly square root.","model_patch":"```lua\nlocal threshold = 100\nif vec1:DistToSqr(vec2) < threshold * threshold then\n -- vectors are within the threshold distance\nend\n```\nReason: DistToSqr returns the squared distance, allowing a fast threshold check without the costly square root."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.darkrpvar.v1","fixtureId":"gmod.perf.darkrpvar.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"02a37daa699cded3","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15534,"startedAt":"2026-07-11T07:37:16.805Z","completedAt":"2026-07-11T07:37:32.339Z","answerBytes":458,"answerChars":458,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":371,"totalTokens":536,"reasoningTokens":262,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755434-jpMCmKrTxqPTJX1VRUZi","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Preferred way to get a player's job name in DarkRP\nlocal jobName = ply:getDarkRPVar(\"job\")\n-- If you need the full job table (e.g., for salary, model, etc.)\nlocal jobTable = ply:getJobTable()\nlocal jobNameFromTable = jobTable and jobTable.name or \"Unemployed\"\n```\n\nReason: DarkRP provides `getDarkRPVar(\"job\")` and `getJobTable()` as the official, optimized APIs for accessing job information, avoiding direct reliance on generic networked strings.","model_patch":"```lua\n-- Preferred way to get a player's job name in DarkRP\nlocal jobName = ply:getDarkRPVar(\"job\")\n-- If you need the full job table (e.g., for salary, model, etc.)\nlocal jobTable = ply:getJobTable()\nlocal jobNameFromTable = jobTable and jobTable.name or \"Unemployed\"\n```\n\nReason: DarkRP provides `getDarkRPVar(\"job\")` and `getJobTable()` as the official, optimized APIs for accessing job information, avoiding direct reliance on generic networked strings."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ents-iterator.v1","fixtureId":"gmod.perf.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"306d3f1d05f28246","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":15906,"startedAt":"2026-07-11T07:37:22.789Z","completedAt":"2026-07-11T07:37:38.696Z","answerBytes":198,"answerChars":198,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":158,"completionTokens":792,"totalTokens":950,"reasoningTokens":764,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755444-2FfHrGBEXuQOvA94swXQ","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ipairs(ents.GetAll()) do\n -- Your code here\nend\n```\nReason: Using ents.GetAll() with ipairs is the wiki-recommended efficient way to iterate over all entities in Garry's Mod.","model_patch":"```lua\nfor _, ent in ipairs(ents.GetAll()) do\n -- Your code here\nend\n```\nReason: Using ents.GetAll() with ipairs is the wiki-recommended efficient way to iterate over all entities in Garry's Mod."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.for-vs-while.v1","fixtureId":"gmod.perf.for-vs-while.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b3401a190a8aecf0","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter error: Upstream error from Nvidia: ResourceExhausted: Worker local total request limit reached (32/32) (code 502)","durationMs":9082,"startedAt":"2026-07-11T07:37:32.361Z","completedAt":"2026-07-11T07:37:41.443Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":65,"completionTokens":0,"totalTokens":65,"source":"estimated"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-ents-near.v1","fixtureId":"gmod.perf.find-ents-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"07c583fc3d9fe09f","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":21602,"startedAt":"2026-07-11T07:37:23.153Z","completedAt":"2026-07-11T07:37:44.755Z","answerBytes":597,"answerChars":597,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":178,"completionTokens":582,"totalTokens":760,"reasoningTokens":455,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755447-jRvHqXxnDajgpvyl5PW6","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fast spatial query: find entities within a radius of a player\nlocal function GetNearbyEntities(ply, radius)\n if not IsValid(ply) then return {} end\n local pos = ply:GetPos()\n return ents.FindInSphere(pos, radius)\nend\n\n-- Example usage\nhook.Add(\"Think\", \"NearbyEntitiesExample\", function()\n for _, ply in ipairs(player.GetAll()) do\n local nearby = GetNearbyEntities(ply, 500)\n -- Process nearby entities\n end\nend)\n```\nReason: ents.FindInSphere is highly optimized in the engine for radius-based spatial queries and outperforms FindInPVS in typical benchmarks.","model_patch":"```lua\n-- Fast spatial query: find entities within a radius of a player\nlocal function GetNearbyEntities(ply, radius)\n if not IsValid(ply) then return {} end\n local pos = ply:GetPos()\n return ents.FindInSphere(pos, radius)\nend\n\n-- Example usage\nhook.Add(\"Think\", \"NearbyEntitiesExample\", function()\n for _, ply in ipairs(player.GetAll()) do\n local nearby = GetNearbyEntities(ply, 500)\n -- Process nearby entities\n end\nend)\n```\nReason: ents.FindInSphere is highly optimized in the engine for radius-based spatial queries and outperforms FindInPVS in typical benchmarks."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-players-near.v1","fixtureId":"gmod.perf.find-players-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d139ba2e8ee38a2f","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":16178,"startedAt":"2026-07-11T07:37:30.120Z","completedAt":"2026-07-11T07:37:46.299Z","answerBytes":479,"answerChars":479,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":399,"totalTokens":569,"reasoningTokens":329,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755451-ZOxivyn1HkgLxPjAShUO","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Faster approach: iterate over all players and check distance squared\nlocal function GetPlayersInRadius(pos, radius)\n local radiusSqr = radius * radius\n local result = {}\n for _, ply in ipairs(player.GetAll()) do\n if ply:GetPos():DistToSqr(pos) <= radiusSqr then\n table.insert(result, ply)\n end\n end\n return result\nend\n```\nReason: Iterating player.GetAll() avoids scanning all entities and uses squared distance for faster checks.","model_patch":"```lua\n-- Faster approach: iterate over all players and check distance squared\nlocal function GetPlayersInRadius(pos, radius)\n local radiusSqr = radius * radius\n local result = {}\n for _, ply in ipairs(player.GetAll()) do\n if ply:GetPos():DistToSqr(pos) <= radiusSqr then\n table.insert(result, ply)\n end\n end\n return result\nend\n```\nReason: Iterating player.GetAll() avoids scanning all entities and uses squared distance for faster checks."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hook-once.v1","fixtureId":"gmod.perf.hook-once.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ed1d3e09249fc8bb","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":7835,"startedAt":"2026-07-11T07:37:38.885Z","completedAt":"2026-07-11T07:37:46.720Z","answerBytes":650,"answerChars":650,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":174,"completionTokens":301,"totalTokens":475,"reasoningTokens":168,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755455-wBIT8T5IdxtkfKndD9BJ","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Faster: single hook.Run with a table of all players\nlocal function NotifyAllPlayersFast(data)\n local plys = player.GetAll()\n -- Pass the whole player list as a single argument\n hook.Run(\"CustomNotify\", plys, data)\nend\n\n-- Slower: hook.Run per player (avoid this in tick-heavy code)\nlocal function NotifyAllPlayersSlow(data)\n for _, ply in ipairs(player.GetAll()) do\n hook.Run(\"CustomNotify\", ply, data)\n end\nend\n```\nReason: Calling hook.Run once with a table of players reduces function call overhead and lets the hook system process the batch in a single dispatch, which is significantly faster in a per-tick context.","model_patch":"```lua\n-- Faster: single hook.Run with a table of all players\nlocal function NotifyAllPlayersFast(data)\n local plys = player.GetAll()\n -- Pass the whole player list as a single argument\n hook.Run(\"CustomNotify\", plys, data)\nend\n\n-- Slower: hook.Run per player (avoid this in tick-heavy code)\nlocal function NotifyAllPlayersSlow(data)\n for _, ply in ipairs(player.GetAll()) do\n hook.Run(\"CustomNotify\", ply, data)\n end\nend\n```\nReason: Calling hook.Run once with a table of players reduces function call overhead and lets the hook system process the batch in a single dispatch, which is significantly faster in a per-tick context."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hudpaint-cache.v1","fixtureId":"gmod.perf.hudpaint-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3def450f3158ceff","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6240,"startedAt":"2026-07-11T07:37:41.478Z","completedAt":"2026-07-11T07:37:47.719Z","answerBytes":493,"answerChars":493,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":425,"totalTokens":596,"reasoningTokens":258,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755456-VxjUemwmGubyYKVNKYJ7","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"DrawHealthOptimized\", function()\n local ply = LocalPlayer()\n if not IsValid(ply) then return end\n local hp = ply:Health()\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 10, color_white)\n draw.SimpleText(\"HP: \" .. hp, \"DermaDefault\", 10, 30, color_white)\n draw.SimpleText(\"Life: \" .. hp, \"DermaDefault\", 10, 50, color_white)\nend)\n```\nReason: Caching LocalPlayer():Health() in a local variable avoids three redundant method calls per frame.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"DrawHealthOptimized\", function()\n local ply = LocalPlayer()\n if not IsValid(ply) then return end\n local hp = ply:Health()\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 10, color_white)\n draw.SimpleText(\"HP: \" .. hp, \"DermaDefault\", 10, 30, color_white)\n draw.SimpleText(\"Life: \" .. hp, \"DermaDefault\", 10, 50, color_white)\nend)\n```\nReason: Caching LocalPlayer():Health() in a local variable avoids three redundant method calls per frame."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-vs-global.v1","fixtureId":"gmod.perf.local-vs-global.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"c116d8c651190647","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":2526,"startedAt":"2026-07-11T07:37:46.328Z","completedAt":"2026-07-11T07:37:48.854Z","answerBytes":203,"answerChars":203,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":385,"totalTokens":545,"reasoningTokens":345,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755458-doBucyDUPBtMjFkepc4m","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal sin = math.sin\nfor i = 1, 1000000 do\n local x = sin(i)\nend\n```\nReason: Caching math.sin in a local variable avoids global table lookups each iteration, improving performance in hot loops.","model_patch":"```lua\nlocal sin = math.sin\nfor i = 1, 1000000 do\n local x = sin(i)\nend\n```\nReason: Caching math.sin in a local variable avoids global table lookups each iteration, improving performance in hot loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.localplayer-cache.v1","fixtureId":"gmod.perf.localplayer-cache.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"7398105af47b079e","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8543,"startedAt":"2026-07-11T07:37:46.735Z","completedAt":"2026-07-11T07:37:55.278Z","answerBytes":321,"answerChars":321,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":451,"totalTokens":615,"reasoningTokens":429,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755461-vGbvWQe8d8POVl1s1whK","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal cachedPlayer = NULL\nhook.Add(\"Think\", \"CacheLocalPlayer\", function()\n cachedPlayer = LocalPlayer()\nend)\n\n-- Use cachedPlayer instead of calling LocalPlayer() repeatedly\n```\nReason: Caching the LocalPlayer entity in a Think hook eliminates repeated global lookups and function calls, improving performance.","model_patch":"```lua\nlocal cachedPlayer = NULL\nhook.Add(\"Think\", \"CacheLocalPlayer\", function()\n cachedPlayer = LocalPlayer()\nend)\n\n-- Use cachedPlayer instead of calling LocalPlayer() repeatedly\n```\nReason: Caching the LocalPlayer entity in a Think hook eliminates repeated global lookups and function calls, improving performance."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-color.v1","fixtureId":"gmod.perf.local-color.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"16a7bed1b931d467","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13102,"startedAt":"2026-07-11T07:37:44.765Z","completedAt":"2026-07-11T07:37:57.868Z","answerBytes":614,"answerChars":614,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":560,"totalTokens":727,"reasoningTokens":334,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755458-IAUhmjci3JCU7VC2SfpV","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fastest: avoid Color constructor entirely\nhook.Add(\"HUDPaint\", \"FastPaint\", function()\n surface.SetDrawColor(255, 255, 255, 255) -- direct RGBA, no allocation\n surface.DrawRect(0, 0, 100, 100)\nend)\n\n-- If you need a reusable color object, create it once outside the hook\nlocal white = Color(255, 255, 255, 255)\nhook.Add(\"HUDPaint\", \"CachedPaint\", function()\n surface.SetDrawColor(white)\n surface.DrawRect(0, 0, 100, 100)\nend)\n```\nReason: Creating a new Color object every frame allocates garbage; using surface.SetDrawColor with raw numbers or a cached Color eliminates per-frame allocations.","model_patch":"```lua\n-- Fastest: avoid Color constructor entirely\nhook.Add(\"HUDPaint\", \"FastPaint\", function()\n surface.SetDrawColor(255, 255, 255, 255) -- direct RGBA, no allocation\n surface.DrawRect(0, 0, 100, 100)\nend)\n\n-- If you need a reusable color object, create it once outside the hook\nlocal white = Color(255, 255, 255, 255)\nhook.Add(\"HUDPaint\", \"CachedPaint\", function()\n surface.SetDrawColor(white)\n surface.DrawRect(0, 0, 100, 100)\nend)\n```\nReason: Creating a new Color object every frame allocates garbage; using surface.SetDrawColor with raw numbers or a cached Color eliminates per-frame allocations."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.looking-at.v1","fixtureId":"gmod.perf.looking-at.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"20b22f678a4b08d7","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":11698,"startedAt":"2026-07-11T07:37:47.727Z","completedAt":"2026-07-11T07:37:59.426Z","answerBytes":518,"answerChars":517,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":178,"completionTokens":425,"totalTokens":603,"reasoningTokens":265,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755466-8QGSNx80aKnLkxMlMINr","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal function AreLookingAtEachOther(ply1, ply2, threshold)\n threshold = threshold or 0.7 -- roughly cos(45°)\n local aim1 = ply1:GetAimVector()\n local aim2 = ply2:GetAimVector()\n local dir12 = (ply2:GetPos() - ply1:GetPos()):GetNormalized()\n local dir21 = -dir12\n return aim1:Dot(dir12) > threshold and aim2:Dot(dir21) > threshold\nend\n```\nReason: Uses dot products of aim vectors with normalized direction vectors to avoid expensive acos calls, providing a cheap \"looking at each other\" test.","model_patch":"```lua\nlocal function AreLookingAtEachOther(ply1, ply2, threshold)\n threshold = threshold or 0.7 -- roughly cos(45°)\n local aim1 = ply1:GetAimVector()\n local aim2 = ply2:GetAimVector()\n local dir12 = (ply2:GetPos() - ply1:GetPos()):GetNormalized()\n local dir21 = -dir12\n return aim1:Dot(dir12) > threshold and aim2:Dot(dir21) > threshold\nend\n```\nReason: Uses dot products of aim vectors with normalized direction vectors to avoid expensive acos calls, providing a cheap \"looking at each other\" test."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.msg-vs-print.v1","fixtureId":"gmod.perf.msg-vs-print.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"6cbb4e4b2f19dd24","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13030,"startedAt":"2026-07-11T07:37:55.296Z","completedAt":"2026-07-11T07:38:08.327Z","answerBytes":278,"answerChars":278,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":342,"totalTokens":503,"reasoningTokens":299,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755477-wMAbKlv7zu3V2g5fDbTH","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Faster console output in a hot path: use Msg instead of print\nMsg(\"Debug: \" .. tostring(myVar) .. \"\\n\")\n```\nReason: Msg writes directly to the console without the extra formatting and newline handling that print performs, making it significantly faster in tight loops.","model_patch":"```lua\n-- Faster console output in a hot path: use Msg instead of print\nMsg(\"Debug: \" .. tostring(myVar) .. \"\\n\")\n```\nReason: Msg writes directly to the console without the extra formatting and newline handling that print performs, making it significantly faster in tight loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.meta-vs-arg.v1","fixtureId":"gmod.perf.meta-vs-arg.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"de332f7356830dfa","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":21933,"startedAt":"2026-07-11T07:37:48.871Z","completedAt":"2026-07-11T07:38:10.804Z","answerBytes":103,"answerChars":103,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":432,"totalTokens":598,"reasoningTokens":462,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755472-UDCpxXyNlLZvjLGoClUd","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nSomeHelper(ply)\n```\nReason: Direct function call avoids metatable lookup and is slightly faster.","model_patch":"```lua\nSomeHelper(ply)\n```\nReason: Direct function call avoids metatable lookup and is slightly faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.pairs-ipairs-for.v1","fixtureId":"gmod.perf.pairs-ipairs-for.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"de5e4875fcf3e600","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":16293,"startedAt":"2026-07-11T07:37:57.869Z","completedAt":"2026-07-11T07:38:14.162Z","answerBytes":263,"answerChars":263,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":573,"totalTokens":741,"reasoningTokens":539,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755481-lESJUdNFSRPcsdlXymzH","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal t = { ... } -- large sequential array of numbers\nfor i = 1, #t do\n local v = t[i]\n -- process v\nend\n```\nReason: Numeric for loop is fastest because it uses direct index access without iterator function overhead, and LuaJIT optimizes it heavily.","model_patch":"```lua\nlocal t = { ... } -- large sequential array of numbers\nfor i = 1, #t do\n local v = t[i]\n -- process v\nend\n```\nReason: Numeric for loop is fastest because it uses direct index access without iterator function overhead, and LuaJIT optimizes it heavily."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.player-cache-hooks.v1","fixtureId":"gmod.perf.player-cache-hooks.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a834817afe9e6c25","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":7696,"startedAt":"2026-07-11T07:38:08.440Z","completedAt":"2026-07-11T07:38:16.136Z","answerBytes":821,"answerChars":819,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":182,"completionTokens":277,"totalTokens":459,"reasoningTokens":94,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755485-LzD64lEEguspWq4UtpLY","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Cache for the current player list\nlocal cachedPlayers = {}\n\n-- Helper to rebuild the cache\nlocal function RefreshPlayerCache()\n cachedPlayers = player.GetAll()\nend\n\n-- Initial population\nRefreshPlayerCache()\n\n-- Update cache when a player fully joins\nhook.Add(\"PlayerInitialSpawn\", \"UpdatePlayerCache_Join\", function(ply)\n RefreshPlayerCache()\nend)\n\n-- Update cache when a player leaves\nhook.Add(\"PlayerDisconnected\", \"UpdatePlayerCache_Leave\", function(ply)\n RefreshPlayerCache()\nend)\n\n-- Example Think/Tick hook using the cached table\nhook.Add(\"Think\", \"MyOptimizedThink\", function()\n for _, ply in ipairs(cachedPlayers) do\n -- Your per‑player logic here\n end\nend)\n```\nReason: Caches the player list and only refreshes on join/leave events, avoiding ipairs(player.GetAll()) every tick.","model_patch":"```lua\n-- Cache for the current player list\nlocal cachedPlayers = {}\n\n-- Helper to rebuild the cache\nlocal function RefreshPlayerCache()\n cachedPlayers = player.GetAll()\nend\n\n-- Initial population\nRefreshPlayerCache()\n\n-- Update cache when a player fully joins\nhook.Add(\"PlayerInitialSpawn\", \"UpdatePlayerCache_Join\", function(ply)\n RefreshPlayerCache()\nend)\n\n-- Update cache when a player leaves\nhook.Add(\"PlayerDisconnected\", \"UpdatePlayerCache_Leave\", function(ply)\n RefreshPlayerCache()\nend)\n\n-- Example Think/Tick hook using the cached table\nhook.Add(\"Think\", \"MyOptimizedThink\", function()\n for _, ply in ipairs(cachedPlayers) do\n -- Your per‑player logic here\n end\nend)\n```\nReason: Caches the player list and only refreshes on join/leave events, avoiding ipairs(player.GetAll()) every tick."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.plain-lua-vs-fn.v1","fixtureId":"gmod.perf.plain-lua-vs-fn.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ead0a98b3ff6a388","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 2 candidate loops.","durationMs":16760,"startedAt":"2026-07-11T07:37:59.478Z","completedAt":"2026-07-11T07:38:16.240Z","answerBytes":1057,"answerChars":1055,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":431,"totalTokens":602,"reasoningTokens":121,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755483-8o526tLmu9z55z1EyztZ","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fast list pipeline without DarkRP's fn library\nlocal function pipeline(tbl, ...)\n local ops = {...}\n local out = tbl\n for _, op in ipairs(ops) do\n local typ, fn = op[1], op[2]\n local nxt = {}\n if typ == \"filter\" then\n for i = 1, #out do\n local v = out[i]\n if fn(v) then nxt[#nxt + 1] = v end\n end\n elseif typ == \"map\" then\n for i = 1, #out do\n nxt[#nxt + 1] = fn(out[i])\n end\n else\n error(\"unknown op \" .. tostring(typ))\n end\n out = nxt\n end\n return out\nend\n\n-- Example usage\nlocal data = {1,2,3,4,5,6,7,8,9,10}\nlocal result = pipeline(data,\n {\"filter\", function(x) return x % 2 == 0 end},\n {\"map\", function(x) return x * 2 end},\n {\"filter\", function(x) return x > 10 end}\n)\n-- result == {12, 14, 16, 18, 20}\n```\n\nReason: Plain loops avoid the overhead of fn's function‑currying and table allocations, giving a measurable speed boost for typical DarkRP list processing.","model_patch":"```lua\n-- Fast list pipeline without DarkRP's fn library\nlocal function pipeline(tbl, ...)\n local ops = {...}\n local out = tbl\n for _, op in ipairs(ops) do\n local typ, fn = op[1], op[2]\n local nxt = {}\n if typ == \"filter\" then\n for i = 1, #out do\n local v = out[i]\n if fn(v) then nxt[#nxt + 1] = v end\n end\n elseif typ == \"map\" then\n for i = 1, #out do\n nxt[#nxt + 1] = fn(out[i])\n end\n else\n error(\"unknown op \" .. tostring(typ))\n end\n out = nxt\n end\n return out\nend\n\n-- Example usage\nlocal data = {1,2,3,4,5,6,7,8,9,10}\nlocal result = pipeline(data,\n {\"filter\", function(x) return x % 2 == 0 end},\n {\"map\", function(x) return x * 2 end},\n {\"filter\", function(x) return x > 10 end}\n)\n-- result == {12, 14, 16, 18, 20}\n```\n\nReason: Plain loops avoid the overhead of fn's function‑currying and table allocations, giving a measurable speed boost for typical DarkRP list processing."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ply-table-index.v1","fixtureId":"gmod.perf.ply-table-index.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f18cc80df8999147","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":9910,"startedAt":"2026-07-11T07:38:10.907Z","completedAt":"2026-07-11T07:38:20.818Z","answerBytes":462,"answerChars":462,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":582,"totalTokens":745,"reasoningTokens":532,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755487-qEermCMy1dLtmZ0MCfpv","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Initialize a dedicated storage table for the player (once)\nif not ply._tempData then ply._tempData = {} end\n\n-- Cache the table locally for the current scope\nlocal data = ply._tempData\n\n-- Fast write\ndata.someField = value\n\n-- Fast read\nlocal val = data.someField\n```\n\nReason: Using a dedicated per-player table (ply._tempData) and a local reference avoids repeated entity metatable lookups, giving faster direct table access for frequent reads/writes.","model_patch":"```lua\n-- Initialize a dedicated storage table for the player (once)\nif not ply._tempData then ply._tempData = {} end\n\n-- Cache the table locally for the current scope\nlocal data = ply._tempData\n\n-- Fast write\ndata.someField = value\n\n-- Fast read\nlocal val = data.someField\n```\n\nReason: Using a dedicated per-player table (ply._tempData) and a local reference avoids repeated entity metatable lookups, giving faster direct table access for frequent reads/writes."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.seq-tables.v1","fixtureId":"gmod.perf.seq-tables.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4778b0220c3f91a3","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 1 candidate loops.","durationMs":7569,"startedAt":"2026-07-11T07:38:14.168Z","completedAt":"2026-07-11T07:38:21.754Z","answerBytes":454,"answerChars":454,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":544,"totalTokens":712,"reasoningTokens":428,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755490-7LMGFffElOVJRdFnKCsE","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Sequential array (fast iteration)\nlocal arr = { \"a\", \"b\", \"c\", \"d\" }\nfor i = 1, #arr do\n local v = arr[i]\n -- process v\nend\n\n-- String-keyed map (slower iteration)\nlocal map = { foo = 1, bar = 2, baz = 3 }\nfor k, v in pairs(map) do\n -- process k, v\nend\n```\nReason: Sequential arrays with integer keys 1..n allow O(1) indexed access and are optimized by LuaJIT, while string-keyed maps require hash lookups and pairs iteration overhead.","model_patch":"```lua\n-- Sequential array (fast iteration)\nlocal arr = { \"a\", \"b\", \"c\", \"d\" }\nfor i = 1, #arr do\n local v = arr[i]\n -- process v\nend\n\n-- String-keyed map (slower iteration)\nlocal map = { foo = 1, bar = 2, baz = 3 }\nfor k, v in pairs(map) do\n -- process k, v\nend\n```\nReason: Sequential arrays with integer keys 1..n allow O(1) indexed access and are optimized by LuaJIT, while string-keyed maps require hash lookups and pairs iteration overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.setdrawcolor-split.v1","fixtureId":"gmod.perf.setdrawcolor-split.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d110fde8a37bbe59","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":5709,"startedAt":"2026-07-11T07:38:16.153Z","completedAt":"2026-07-11T07:38:21.863Z","answerBytes":174,"answerChars":174,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":340,"totalTokens":507,"reasoningTokens":310,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755491-CDDDQd52ThbiznkMQF6e","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\n```\nReason: Passing separate r,g,b,a numbers avoids Color object allocation and table lookups, making it faster in hot draw paths.","model_patch":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\n```\nReason: Passing separate r,g,b,a numbers avoids Color object allocation and table lookups, making it faster in hot draw paths."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.sqlite-vs-mysql.v1","fixtureId":"gmod.perf.sqlite-vs-mysql.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4a3f5d2a20d71ac9","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":12056,"startedAt":"2026-07-11T07:38:16.264Z","completedAt":"2026-07-11T07:38:28.322Z","answerBytes":455,"answerChars":453,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":185,"completionTokens":447,"totalTokens":632,"reasoningTokens":376,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755494-UgLwoIhUjniOufy823lE","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Simple query using Garry's Mod built-in SQLite (sql library)\nlocal steamid = \"STEAM_0:1:123456\"\nlocal query = \"SELECT * FROM player_data WHERE steamid = \" .. sql.SQLStr(steamid)\nlocal result = sql.Query(query)\nif result then\n -- handle result rows\n for _, row in ipairs(result) do\n print(row.key, row.value)\n end\nend\n```\nReason: Local SQLite runs in-process with no network round‑trip, giving lower latency for a single server.","model_patch":"```lua\n-- Simple query using Garry's Mod built-in SQLite (sql library)\nlocal steamid = \"STEAM_0:1:123456\"\nlocal query = \"SELECT * FROM player_data WHERE steamid = \" .. sql.SQLStr(steamid)\nlocal result = sql.Query(query)\nif result then\n -- handle result rows\n for _, row in ipairs(result) do\n print(row.key, row.value)\n end\nend\n```\nReason: Local SQLite runs in-process with no network round‑trip, giving lower latency for a single server."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.steamid-cache.v1","fixtureId":"gmod.perf.steamid-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"e8a94aa454154982","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8849,"startedAt":"2026-07-11T07:38:20.821Z","completedAt":"2026-07-11T07:38:29.671Z","answerBytes":632,"answerChars":628,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":429,"totalTokens":590,"reasoningTokens":264,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755500-m4KVCk0MHQKQSkUWgR9V","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal steamIDCache = setmetatable({}, { __mode = \"k\" })\n\nlocal function GetSteamID(ply)\n local cached = steamIDCache[ply]\n if cached then return cached end\n local sid = ply:SteamID()\n steamIDCache[ply] = sid\n return sid\nend\n\n-- Example hot‑path usage\nhook.Add(\"Think\", \"ExampleHotPath\", function()\n for _, ply in ipairs(player.GetAll()) do\n local sid = GetSteamID(ply)\n -- use sid ...\n end\nend)\n```\nReason: Caching SteamID results in a weak‑keyed table eliminates repeated calls to the relatively expensive ply:SteamID() method while allowing garbage collection of disconnected players.","model_patch":"```lua\nlocal steamIDCache = setmetatable({}, { __mode = \"k\" })\n\nlocal function GetSteamID(ply)\n local cached = steamIDCache[ply]\n if cached then return cached end\n local sid = ply:SteamID()\n steamIDCache[ply] = sid\n return sid\nend\n\n-- Example hot‑path usage\nhook.Add(\"Think\", \"ExampleHotPath\", function()\n for _, ply in ipairs(player.GetAll()) do\n local sid = GetSteamID(ply)\n -- use sid ...\n end\nend)\n```\nReason: Caching SteamID results in a weak‑keyed table eliminates repeated calls to the relatively expensive ply:SteamID() method while allowing garbage collection of disconnected players."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.string-table-concat.v1","fixtureId":"gmod.perf.string-table-concat.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b0cf9e04ae7c5dd9","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":19801,"startedAt":"2026-07-11T07:38:21.769Z","completedAt":"2026-07-11T07:38:41.570Z","answerBytes":407,"answerChars":406,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":233,"totalTokens":394,"reasoningTokens":158,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755504-RS54ENR94T6nhD4ZkPq0","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fast string building in Garry's Mod using a table buffer\nlocal buffer = {}\nlocal insert = table.insert\n\n-- Simulate thousands of small pieces\nfor i = 1, 10000 do\n insert(buffer, \"piece\" .. i)\nend\n\n-- Single concatenation at the end\nlocal bigString = table.concat(buffer)\n```\n\nReason: Using a table to collect pieces and a single table.concat avoids the O(n²) cost of repeated .. concatenation.","model_patch":"```lua\n-- Fast string building in Garry's Mod using a table buffer\nlocal buffer = {}\nlocal insert = table.insert\n\n-- Simulate thousands of small pieces\nfor i = 1, 10000 do\n insert(buffer, \"piece\" .. i)\nend\n\n-- Single concatenation at the end\nlocal bigString = table.concat(buffer)\n```\n\nReason: Using a table to collect pieces and a single table.concat avoids the O(n²) cost of repeated .. concatenation."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-text.v1","fixtureId":"gmod.perf.surface-text.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"95d9fe4918ee4197","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13495,"startedAt":"2026-07-11T07:38:28.354Z","completedAt":"2026-07-11T07:38:41.913Z","answerBytes":535,"answerChars":535,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":510,"totalTokens":678,"reasoningTokens":382,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755510-2t954ipdaAvnvMZPILI8","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fastest single-line text drawing per frame\nlocal font = \"DermaDefault\"\nlocal text = \"Hello, World!\"\nlocal x, y = 100, 100\nlocal color = Color(255, 255, 255, 255)\n\nhook.Add(\"HUDPaint\", \"FastTextDraw\", function()\n surface.SetFont(font)\n surface.SetTextColor(color.r, color.g, color.b, color.a)\n surface.SetTextPos(x, y)\n surface.DrawText(text)\nend)\n```\nReason: surface.DrawText bypasses the draw library's extra function calls and outline rendering, giving the lowest per-frame overhead for static single-line text.","model_patch":"```lua\n-- Fastest single-line text drawing per frame\nlocal font = \"DermaDefault\"\nlocal text = \"Hello, World!\"\nlocal x, y = 100, 100\nlocal color = Color(255, 255, 255, 255)\n\nhook.Add(\"HUDPaint\", \"FastTextDraw\", function()\n surface.SetFont(font)\n surface.SetTextColor(color.r, color.g, color.b, color.a)\n surface.SetTextPos(x, y)\n surface.DrawText(text)\nend)\n```\nReason: surface.DrawText bypasses the draw library's extra function calls and outline rendering, giving the lowest per-frame overhead for static single-line text."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-drawrect.v1","fixtureId":"gmod.perf.surface-drawrect.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"696e8de769d9ad0e","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":20049,"startedAt":"2026-07-11T07:38:21.864Z","completedAt":"2026-07-11T07:38:41.913Z","answerBytes":492,"answerChars":492,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":923,"totalTokens":1089,"reasoningTokens":805,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755507-EBjru7eXwDAcY9QGhphH","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Directly use surface.DrawRect for non-rounded rectangles (avoids draw.RoundedBox overhead)\nlocal function DrawRectFast(x, y, w, h, col)\n surface.SetDrawColor(col.r, col.g, col.b, col.a)\n surface.DrawRect(x, y, w, h)\nend\n\n-- Usage example:\n-- DrawRectFast(10, 10, 100, 50, Color(255, 0, 0, 255))\n```\nReason: Using surface.DrawRect directly avoids the overhead of draw.RoundedBox's radius check and function call, yielding a small performance gain for many rectangles per frame.","model_patch":"```lua\n-- Directly use surface.DrawRect for non-rounded rectangles (avoids draw.RoundedBox overhead)\nlocal function DrawRectFast(x, y, w, h, col)\n surface.SetDrawColor(col.r, col.g, col.b, col.a)\n surface.DrawRect(x, y, w, h)\nend\n\n-- Usage example:\n-- DrawRectFast(10, 10, 100, 50, Color(255, 0, 0, 255))\n```\nReason: Using surface.DrawRect directly avoids the overhead of draw.RoundedBox's radius check and function call, yielding a small performance gain for many rectangles per frame."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-count-hash.v1","fixtureId":"gmod.perf.table-count-hash.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3e9bbfc8452e05e3","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14955,"startedAt":"2026-07-11T07:38:29.750Z","completedAt":"2026-07-11T07:38:44.705Z","answerBytes":153,"answerChars":153,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":256,"totalTokens":412,"reasoningTokens":239,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755513-rjsDjSfQjkz8K3rYWRdj","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal len = #myArray\n```\nReason: The `#` operator is the standard way to get the length of a sequential array-like table in Lua (and Garry's Mod).","model_patch":"```lua\nlocal len = #myArray\n```\nReason: The `#` operator is the standard way to get the length of a sequential array-like table in Lua (and Garry's Mod)."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-hasvalue.v1","fixtureId":"gmod.perf.table-hasvalue.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"7d064428a873fdfc","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4234,"startedAt":"2026-07-11T07:38:41.929Z","completedAt":"2026-07-11T07:38:46.164Z","answerBytes":416,"answerChars":416,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":350,"totalTokens":513,"reasoningTokens":214,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755516-r5amHN9kjsSLggyjbdMV","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Using a hash set for O(1) lookup\nlocal mySet = {\n [\"value1\"] = true,\n [\"value2\"] = true,\n [\"value3\"] = true\n}\n\nlocal function hasValue(set, val)\n return set[val] ~= nil\nend\n\n-- Example usage\nprint(hasValue(mySet, \"value2\")) -- true\nprint(hasValue(mySet, \"missing\")) -- false\n```\nReason: A hash set (table with values as keys) gives O(1) average lookup, while table.HasValue scans the list O(n).","model_patch":"```lua\n-- Using a hash set for O(1) lookup\nlocal mySet = {\n [\"value1\"] = true,\n [\"value2\"] = true,\n [\"value3\"] = true\n}\n\nlocal function hasValue(set, val)\n return set[val] ~= nil\nend\n\n-- Example usage\nprint(hasValue(mySet, \"value2\")) -- true\nprint(hasValue(mySet, \"missing\")) -- false\n```\nReason: A hash set (table with values as keys) gives O(1) average lookup, while table.HasValue scans the list O(n)."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-empty.v1","fixtureId":"gmod.perf.table-empty.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3a6344977f5bd475","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6826,"startedAt":"2026-07-11T07:38:41.605Z","completedAt":"2026-07-11T07:38:48.434Z","answerBytes":181,"answerChars":181,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":777,"totalTokens":944,"reasoningTokens":815,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755516-FwHjFRLcoSmSgcD7khu5","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nt = {}\n```\nReason: t = {} is faster because it avoids iterating over the table and simply allocates a new empty table, which is cheaper for large sequential tables in LuaJIT.","model_patch":"```lua\nt = {}\n```\nReason: t = {} is faster because it avoids iterating over the table and simply allocates a new empty table, which is cheaper for large sequential tables in LuaJIT."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-random.v1","fixtureId":"gmod.perf.table-random.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"f3e090701953d4a9","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":3723,"startedAt":"2026-07-11T07:38:44.711Z","completedAt":"2026-07-11T07:38:48.435Z","answerBytes":242,"answerChars":242,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":316,"totalTokens":476,"reasoningTokens":308,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755519-RguMQ1NS6Qz2IkVbwDQ2","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal function fastRandom(tbl)\n return tbl[math.random(#tbl)]\nend\n```\nReason: Using math.random with the length operator (#tbl) directly indexes the sequential table, avoiding table.Random's internal iteration and counting overhead.","model_patch":"```lua\nlocal function fastRandom(tbl)\n return tbl[math.random(#tbl)]\nend\n```\nReason: Using math.random with the length operator (#tbl) directly indexes the sequential table, avoiding table.Random's internal iteration and counting overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-literal.v1","fixtureId":"gmod.perf.table-literal.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f95a8fc610d720ad","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6489,"startedAt":"2026-07-11T07:38:41.946Z","completedAt":"2026-07-11T07:38:48.436Z","answerBytes":301,"answerChars":301,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":338,"totalTokens":502,"reasoningTokens":322,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755518-wZkaULWWK4ePbQkCNxGE","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Faster: use a table constructor to create the table with known fields in one step\nlocal myTable = { name = \"example\", value = 42, enabled = true }\n```\nReason: Table constructors allocate and initialize all fields in a single operation, avoiding the overhead of multiple separate assignments.","model_patch":"```lua\n-- Faster: use a table constructor to create the table with known fields in one step\nlocal myTable = { name = \"example\", value = 42, enabled = true }\n```\nReason: Table constructors allocate and initialize all fields in a single operation, avoiding the overhead of multiple separate assignments."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.x-times-x.v1","fixtureId":"gmod.perf.x-times-x.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"79d48008f6b5174f","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4901,"startedAt":"2026-07-11T07:38:46.195Z","completedAt":"2026-07-11T07:38:51.097Z","answerBytes":210,"answerChars":210,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":316,"totalTokens":473,"reasoningTokens":264,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755521-ZK4YsUk2UB60P01LYeY5","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal x = 5\nlocal squared = x * x\n```\n\nReason: Using multiplication (x * x) avoids the overhead of the exponentiation operator (^) which calls a metamethod or C function, making it faster in tight loops.","model_patch":"```lua\nlocal x = 5\nlocal squared = x * x\n```\n\nReason: Using multiplication (x * x) avoids the overhead of the exponentiation operator (^) which calls a metamethod or C function, making it faster in tight loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.player-iterator.v1","fixtureId":"gmod.player-iterator.v1","fixtureVersion":2,"rubricVersion":"4","promptHash":"fe3d7469535a0ca2","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@high","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@high","attemptIndex":1,"status":"partial","detail":"Uses ipairs but still allocates via player.GetAll() each time.","durationMs":7792,"startedAt":"2026-07-11T07:38:48.477Z","completedAt":"2026-07-11T07:38:56.269Z","answerBytes":183,"answerChars":183,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":175,"completionTokens":272,"totalTokens":447,"reasoningTokens":252,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755526-415tKX2JARAe3nERhqaF","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nfor _, ply in ipairs(player.GetAll()) do\n -- code for each player\nend\n```\nReason: Using ipairs for efficient sequential iteration over the table returned by player.GetAll().","model_patch":"```lua\nfor _, ply in ipairs(player.GetAll()) do\n -- code for each player\nend\n```\nReason: Using ipairs for efficient sequential iteration over the table returned by player.GetAll()."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.ents-iterator.v1","fixtureId":"gmod.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"3990c92253db85bb","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15002,"startedAt":"2026-07-11T07:38:48.585Z","completedAt":"2026-07-11T07:39:03.589Z","answerBytes":232,"answerChars":232,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":358,"totalTokens":524,"reasoningTokens":317,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755532-Woa0PZWsoP7AFsJqabZY","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ents.Iterator() do\n if ent:GetClass() == \"prop_physics\" then\n -- process prop_physics entity\n end\nend\n```\nReason: ents.Iterator() yields entities one by one without building a table of all entities.","model_patch":"```lua\nfor _, ent in ents.Iterator() do\n if ent:GetClass() == \"prop_physics\" then\n -- process prop_physics entity\n end\nend\n```\nReason: ents.Iterator() yields entities one by one without building a table of all entities."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.hook-add.v1","fixtureId":"gmod.hook-add.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"12d2222fdb7d6b90","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Registers a named hook with hook.Add.","durationMs":21177,"startedAt":"2026-07-11T07:38:48.682Z","completedAt":"2026-07-11T07:39:09.860Z","answerBytes":201,"answerChars":201,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":161,"totalTokens":334,"reasoningTokens":116,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755538-lE28tCeafuCtnCYmAhzK","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function()\n -- Your Think logic here\nend)\n```\nReason: Registers a function to run every frame using the Think hook with the unique identifier MyAddon.Think.","model_patch":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function()\n -- Your Think logic here\nend)\n```\nReason: Registers a function to run every frame using the Think hook with the unique identifier MyAddon.Think."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.isvalid.v1","fixtureId":"gmod.isvalid.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"35527312e59dfc13","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Uses IsValid for entity/object validity.","durationMs":20296,"startedAt":"2026-07-11T07:38:51.099Z","completedAt":"2026-07-11T07:39:11.402Z","answerBytes":196,"answerChars":196,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":169,"completionTokens":313,"totalTokens":482,"reasoningTokens":276,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755541-UuD6Sqiua3cN6xZE2CaN","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nif IsValid(ent) then\n -- ent is safe to use\nend\n```\nReason: IsValid checks if the entity exists and is not marked for removal, preventing errors when calling methods on invalid entities.","model_patch":"```lua\nif IsValid(ent) then\n -- ent is safe to use\nend\n```\nReason: IsValid checks if the entity exists and is not marked for removal, preventing errors when calling methods on invalid entities."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.net-receivers.v1","fixtureId":"gmod.net-receivers.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"24d54ee8366753a6","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":16961,"startedAt":"2026-07-11T07:38:56.287Z","completedAt":"2026-07-11T07:39:13.248Z","answerBytes":316,"answerChars":314,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":275,"totalTokens":435,"reasoningTokens":190,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755544-Tyzd4W11eP2PCF2rKO6s","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\n -- Handle the incoming MyAddon.Sync net message\n local data = net.ReadTable() -- Example: read a table sent by the client\n -- Process 'data' as needed\nend)\n```\nReason: Registers a server‑side net message handler for the custom message \"MyAddon.Sync\".","model_patch":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\n -- Handle the incoming MyAddon.Sync net message\n local data = net.ReadTable() -- Example: read a table sent by the client\n -- Process 'data' as needed\nend)\n```\nReason: Registers a server‑side net message handler for the custom message \"MyAddon.Sync\"."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.config-var.v1","fixtureId":"gmod.perf.config-var.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"bcc4ff8eb162b699","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8981,"startedAt":"2026-07-11T07:39:10.008Z","completedAt":"2026-07-11T07:39:18.991Z","answerBytes":167,"answerChars":167,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":341,"totalTokens":514,"reasoningTokens":316,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755547-NCY4zCTsEzrvTHZyegGp","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal myAddonColor = Color(255, 0, 0)\n\n-- frequent read\nlocal c = myAddonColor\n```\nReason: Local variable access avoids table lookups and is the fastest in Lua.","model_patch":"```lua\nlocal myAddonColor = Color(255, 0, 0)\n\n-- frequent read\nlocal c = myAddonColor\n```\nReason: Local variable access avoids table lookups and is the fastest in Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.darkrpvar.v1","fixtureId":"gmod.perf.darkrpvar.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"02a37daa699cded3","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8516,"startedAt":"2026-07-11T07:39:11.800Z","completedAt":"2026-07-11T07:39:20.316Z","answerBytes":296,"answerChars":296,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":388,"totalTokens":553,"reasoningTokens":338,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755550-JuvrTIk2rUx3JS5QhLB5","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Preferred DarkRP API to get a player's job name\nlocal jobName = ply:getDarkRPVar(\"job\")\n\n-- Alternative using team system (also acceptable)\n-- local jobName = team.GetName(ply:Team())\n```\nReason: getDarkRPVar is the official DarkRP accessor for job data, avoiding direct NWString usage.","model_patch":"```lua\n-- Preferred DarkRP API to get a player's job name\nlocal jobName = ply:getDarkRPVar(\"job\")\n\n-- Alternative using team system (also acceptable)\n-- local jobName = team.GetName(ply:Team())\n```\nReason: getDarkRPVar is the official DarkRP accessor for job data, avoiding direct NWString usage."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.disttosqr.v1","fixtureId":"gmod.perf.disttosqr.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a5772470c6859cdc","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":7869,"startedAt":"2026-07-11T07:39:13.282Z","completedAt":"2026-07-11T07:39:21.153Z","answerBytes":230,"answerChars":230,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":315,"totalTokens":479,"reasoningTokens":278,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755551-lxbUXvjHr84dTjXsYdb8","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal threshold = 100\nif vec1:DistToSqr(vec2) < threshold * threshold then\n -- vectors are within the threshold distance\nend\n```\nReason: DistToSqr avoids the expensive square root by comparing squared distances directly.","model_patch":"```lua\nlocal threshold = 100\nif vec1:DistToSqr(vec2) < threshold * threshold then\n -- vectors are within the threshold distance\nend\n```\nReason: DistToSqr avoids the expensive square root by comparing squared distances directly."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.angle-zero.v1","fixtureId":"gmod.perf.angle-zero.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f6bc97bf98280d62","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":20071,"startedAt":"2026-07-11T07:39:03.609Z","completedAt":"2026-07-11T07:39:23.681Z","answerBytes":351,"answerChars":349,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":640,"totalTokens":806,"reasoningTokens":500,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755545-bZ3R6BMWcQiBTkOOeRt7","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Pre-allocate a single Angle once\nlocal zeroAng = Angle(0, 0, 0)\n\n-- Hot path: reuse and zero it without allocation\nzeroAng.p = 0\nzeroAng.y = 0\nzeroAng.r = 0\n-- Alternatively: zeroAng:Zero()\n```\n\nReason: Reusing a pre‑allocated Angle and manually zeroing its components avoids the overhead of creating a new Angle object on every iteration.","model_patch":"```lua\n-- Pre-allocate a single Angle once\nlocal zeroAng = Angle(0, 0, 0)\n\n-- Hot path: reuse and zero it without allocation\nzeroAng.p = 0\nzeroAng.y = 0\nzeroAng.r = 0\n-- Alternatively: zeroAng:Zero()\n```\n\nReason: Reusing a pre‑allocated Angle and manually zeroing its components avoids the overhead of creating a new Angle object on every iteration."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-ents-near.v1","fixtureId":"gmod.perf.find-ents-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"07c583fc3d9fe09f","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":11688,"startedAt":"2026-07-11T07:39:20.347Z","completedAt":"2026-07-11T07:39:32.036Z","answerBytes":479,"answerChars":479,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":178,"completionTokens":466,"totalTokens":644,"reasoningTokens":359,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755560-aTgd1qnu78vC3eHuPSoP","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fast spatial query: find all entities within 500 units of the player\nlocal ply = Entity(1) -- example player\nlocal radius = 500\nlocal nearbyEnts = ents.FindInSphere(ply:GetPos(), radius)\n\nfor _, ent in ipairs(nearbyEnts) do\n -- Process each nearby entity\n print(ent:GetClass())\nend\n```\nReason: ents.FindInSphere is a highly optimized engine function for radius-based proximity checks and consistently outperforms FindInPVS in benchmarks for local spatial queries.","model_patch":"```lua\n-- Fast spatial query: find all entities within 500 units of the player\nlocal ply = Entity(1) -- example player\nlocal radius = 500\nlocal nearbyEnts = ents.FindInSphere(ply:GetPos(), radius)\n\nfor _, ent in ipairs(nearbyEnts) do\n -- Process each nearby entity\n print(ent:GetClass())\nend\n```\nReason: ents.FindInSphere is a highly optimized engine function for radius-based proximity checks and consistently outperforms FindInPVS in benchmarks for local spatial queries."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ents-iterator.v1","fixtureId":"gmod.perf.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"306d3f1d05f28246","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14749,"startedAt":"2026-07-11T07:39:19.026Z","completedAt":"2026-07-11T07:39:33.776Z","answerBytes":256,"answerChars":256,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":158,"completionTokens":763,"totalTokens":921,"reasoningTokens":767,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755554-9xxXl8K1SsSohnOD5XUq","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ents.Iterator() do\n -- Perform actions on each entity\n -- Example: print(ent:GetClass())\nend\n```\nReason: Use ents.Iterator() as the wiki-recommended efficient iterator for visiting all entities without creating a temporary table.","model_patch":"```lua\nfor _, ent in ents.Iterator() do\n -- Perform actions on each entity\n -- Example: print(ent:GetClass())\nend\n```\nReason: Use ents.Iterator() as the wiki-recommended efficient iterator for visiting all entities without creating a temporary table."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-players-near.v1","fixtureId":"gmod.perf.find-players-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d139ba2e8ee38a2f","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13451,"startedAt":"2026-07-11T07:39:21.166Z","completedAt":"2026-07-11T07:39:34.618Z","answerBytes":492,"answerChars":492,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":278,"totalTokens":448,"reasoningTokens":169,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755564-F8ZoqF5faVbEmYHccSlO","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal function GetPlayersInRadius(pos, radius)\n local radiusSqr = radius * radius\n local playersInRange = {}\n\n for _, ply in ipairs(player.GetAll()) do\n if ply:GetPos():DistToSqr(pos) <= radiusSqr then\n table.insert(playersInRange, ply)\n end\n end\n\n return playersInRange\nend\n```\n\nReason: Iterating over `player.GetAll()` checks only player entities and uses squared distance to avoid the overhead of `ents.FindInSphere` which scans all entities.","model_patch":"```lua\nlocal function GetPlayersInRadius(pos, radius)\n local radiusSqr = radius * radius\n local playersInRange = {}\n\n for _, ply in ipairs(player.GetAll()) do\n if ply:GetPos():DistToSqr(pos) <= radiusSqr then\n table.insert(playersInRange, ply)\n end\n end\n\n return playersInRange\nend\n```\n\nReason: Iterating over `player.GetAll()` checks only player entities and uses squared distance to avoid the overhead of `ents.FindInSphere` which scans all entities."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.for-vs-while.v1","fixtureId":"gmod.perf.for-vs-while.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b3401a190a8aecf0","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13466,"startedAt":"2026-07-11T07:39:23.702Z","completedAt":"2026-07-11T07:39:37.168Z","answerBytes":153,"answerChars":153,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":308,"totalTokens":470,"reasoningTokens":290,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755567-KWi89ZWOAtwXLugUA1Wf","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, n do\n -- loop body\nend\n```\nReason: Numeric for loops are optimized in Lua and generally faster than while loops for simple counting.","model_patch":"```lua\nfor i = 1, n do\n -- loop body\nend\n```\nReason: Numeric for loops are optimized in Lua and generally faster than while loops for simple counting."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hudpaint-cache.v1","fixtureId":"gmod.perf.hudpaint-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3def450f3158ceff","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10169,"startedAt":"2026-07-11T07:39:33.777Z","completedAt":"2026-07-11T07:39:43.947Z","answerBytes":515,"answerChars":515,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":487,"totalTokens":658,"reasoningTokens":265,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755573-FgkRR1CGYLIrKAWxfj1S","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"DrawHealthOptimized\", function()\n local ply = LocalPlayer()\n if not IsValid(ply) then return end\n local hp = ply:Health()\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 10, Color(255,255,255))\n draw.SimpleText(\"HP: \" .. hp, \"DermaDefault\", 10, 30, Color(255,255,255))\n draw.SimpleText(\"Life: \" .. hp, \"DermaDefault\", 10, 50, Color(255,255,255))\nend)\n```\nReason: Caching LocalPlayer():Health() in a local variable avoids three redundant method calls each frame.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"DrawHealthOptimized\", function()\n local ply = LocalPlayer()\n if not IsValid(ply) then return end\n local hp = ply:Health()\n draw.SimpleText(\"Health: \" .. hp, \"DermaDefault\", 10, 10, Color(255,255,255))\n draw.SimpleText(\"HP: \" .. hp, \"DermaDefault\", 10, 30, Color(255,255,255))\n draw.SimpleText(\"Life: \" .. hp, \"DermaDefault\", 10, 50, Color(255,255,255))\nend)\n```\nReason: Caching LocalPlayer():Health() in a local variable avoids three redundant method calls each frame."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hook-once.v1","fixtureId":"gmod.perf.hook-once.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ed1d3e09249fc8bb","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11821,"startedAt":"2026-07-11T07:39:32.148Z","completedAt":"2026-07-11T07:39:43.970Z","answerBytes":374,"answerChars":374,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":174,"completionTokens":601,"totalTokens":775,"reasoningTokens":598,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755570-a4w2QApsc1ErU5a9eOCd","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Faster: single hook.Run with all players\nlocal allPlayers = player.GetAll()\nhook.Run(\"CustomTick\", allPlayers)\n\n-- Slower: loop and call hook.Run per player\n-- for _, ply in ipairs(player.GetAll()) do\n-- hook.Run(\"CustomTick\", ply)\n-- end\n```\nReason: Calling hook.Run once avoids repeated function lookups and per-player overhead, reducing CPU usage each tick.","model_patch":"```lua\n-- Faster: single hook.Run with all players\nlocal allPlayers = player.GetAll()\nhook.Run(\"CustomTick\", allPlayers)\n\n-- Slower: loop and call hook.Run per player\n-- for _, ply in ipairs(player.GetAll()) do\n-- hook.Run(\"CustomTick\", ply)\n-- end\n```\nReason: Calling hook.Run once avoids repeated function lookups and per-player overhead, reducing CPU usage each tick."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-color.v1","fixtureId":"gmod.perf.local-color.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"16a7bed1b931d467","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11992,"startedAt":"2026-07-11T07:39:34.629Z","completedAt":"2026-07-11T07:39:46.622Z","answerBytes":290,"answerChars":290,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":446,"totalTokens":613,"reasoningTokens":352,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755575-3Du4mR0whsOIv2UMYvU7","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal white = Color(255, 255, 255, 255)\n\nhook.Add(\"HUDPaint\", \"OptimizedPaint\", function()\n surface.SetDrawColor(white)\n -- drawing code here\nend)\n```\nReason: Caching the Color object outside the paint hook prevents per-frame allocation and reduces garbage collection pressure.","model_patch":"```lua\nlocal white = Color(255, 255, 255, 255)\n\nhook.Add(\"HUDPaint\", \"OptimizedPaint\", function()\n surface.SetDrawColor(white)\n -- drawing code here\nend)\n```\nReason: Caching the Color object outside the paint hook prevents per-frame allocation and reduces garbage collection pressure."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-vs-global.v1","fixtureId":"gmod.perf.local-vs-global.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"c116d8c651190647","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11917,"startedAt":"2026-07-11T07:39:37.195Z","completedAt":"2026-07-11T07:39:49.112Z","answerBytes":203,"answerChars":203,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":386,"totalTokens":546,"reasoningTokens":347,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755576-xHtgyO762T0yieRN9BMi","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal sin = math.sin\nfor i = 1, 1000000 do\n local v = sin(i)\nend\n```\nReason: Caching math.sin in a local variable avoids global table lookups each iteration, improving performance in hot loops.","model_patch":"```lua\nlocal sin = math.sin\nfor i = 1, 1000000 do\n local v = sin(i)\nend\n```\nReason: Caching math.sin in a local variable avoids global table lookups each iteration, improving performance in hot loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.looking-at.v1","fixtureId":"gmod.perf.looking-at.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"20b22f678a4b08d7","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":5743,"startedAt":"2026-07-11T07:39:43.981Z","completedAt":"2026-07-11T07:39:49.727Z","answerBytes":516,"answerChars":511,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":178,"completionTokens":420,"totalTokens":598,"reasoningTokens":256,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755579-Ea8c9T5A65tin53M9Q9s","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal function AreLookingAtEachOther(ply1, ply2, threshold)\n threshold = threshold or 0.7 -- roughly cos(45°)\n local aim1 = ply1:GetAimVector()\n local aim2 = ply2:GetAimVector()\n local dir12 = (ply2:GetPos() - ply1:GetPos()):GetNormalized()\n local dir21 = -dir12\n return aim1:Dot(dir12) > threshold and aim2:Dot(dir21) > threshold\nend\n```\nReason: Dot products give the cosine of the angle directly, avoiding expensive math.acos while still providing a fast “looking at each other” test.","model_patch":"```lua\nlocal function AreLookingAtEachOther(ply1, ply2, threshold)\n threshold = threshold or 0.7 -- roughly cos(45°)\n local aim1 = ply1:GetAimVector()\n local aim2 = ply2:GetAimVector()\n local dir12 = (ply2:GetPos() - ply1:GetPos()):GetNormalized()\n local dir21 = -dir12\n return aim1:Dot(dir12) > threshold and aim2:Dot(dir21) > threshold\nend\n```\nReason: Dot products give the cosine of the angle directly, avoiding expensive math.acos while still providing a fast “looking at each other” test."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.meta-vs-arg.v1","fixtureId":"gmod.perf.meta-vs-arg.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"de332f7356830dfa","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6737,"startedAt":"2026-07-11T07:39:46.717Z","completedAt":"2026-07-11T07:39:53.455Z","answerBytes":163,"answerChars":163,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":430,"totalTokens":596,"reasoningTokens":457,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755582-AwzbiTZWkNZx68C6AA4d","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nSomeHelper(ply)\n```\nReason: Direct function call avoids metatable lookup and extra argument handling, making it slightly faster than the method call syntax.","model_patch":"```lua\nSomeHelper(ply)\n```\nReason: Direct function call avoids metatable lookup and extra argument handling, making it slightly faster than the method call syntax."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.localplayer-cache.v1","fixtureId":"gmod.perf.localplayer-cache.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"7398105af47b079e","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12382,"startedAt":"2026-07-11T07:39:43.957Z","completedAt":"2026-07-11T07:39:56.340Z","answerBytes":490,"answerChars":490,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":389,"totalTokens":553,"reasoningTokens":313,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755578-vqLnDbD4uNqdlRBEOb12","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Cache LocalPlayer to avoid repeated global lookups\nlocal LocalPlayerCache = nil\n\nhook.Add(\"Think\", \"UpdateLocalPlayerCache\", function()\n LocalPlayerCache = LocalPlayer()\nend)\n\n-- Example usage\nlocal function MyFunction()\n local ply = LocalPlayerCache\n if not IsValid(ply) then return end\n -- use ply here\nend\n```\nReason: Caching LocalPlayer in a Think hook eliminates the overhead of calling the global function every time, giving faster access in frequently run code.","model_patch":"```lua\n-- Cache LocalPlayer to avoid repeated global lookups\nlocal LocalPlayerCache = nil\n\nhook.Add(\"Think\", \"UpdateLocalPlayerCache\", function()\n LocalPlayerCache = LocalPlayer()\nend)\n\n-- Example usage\nlocal function MyFunction()\n local ply = LocalPlayerCache\n if not IsValid(ply) then return end\n -- use ply here\nend\n```\nReason: Caching LocalPlayer in a Think hook eliminates the overhead of calling the global function every time, giving faster access in frequently run code."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.msg-vs-print.v1","fixtureId":"gmod.perf.msg-vs-print.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"6cbb4e4b2f19dd24","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11500,"startedAt":"2026-07-11T07:39:49.374Z","completedAt":"2026-07-11T07:40:00.875Z","answerBytes":160,"answerChars":160,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":719,"totalTokens":880,"reasoningTokens":754,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755586-EYEH6K6dFCCwhgsBQg7O","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nMsg(\"Debug: \" .. someVariable)\n```\n\nReason: Msg writes directly to the console without the overhead of print's argument processing and automatic newline.","model_patch":"```lua\nMsg(\"Debug: \" .. someVariable)\n```\n\nReason: Msg writes directly to the console without the overhead of print's argument processing and automatic newline."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.pairs-ipairs-for.v1","fixtureId":"gmod.perf.pairs-ipairs-for.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"de5e4875fcf3e600","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15319,"startedAt":"2026-07-11T07:39:49.944Z","completedAt":"2026-07-11T07:40:05.264Z","answerBytes":255,"answerChars":255,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":512,"totalTokens":680,"reasoningTokens":466,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755592-fH1y0Uf3XxOFw0QGdvgd","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal t = {1, 2, 3, 4, 5} -- large sequential array\nfor i = 1, #t do\n local v = t[i]\n -- process v\nend\n```\nReason: Numeric for loop directly indexes the table without iterator function calls, giving the best performance for sequential arrays.","model_patch":"```lua\nlocal t = {1, 2, 3, 4, 5} -- large sequential array\nfor i = 1, #t do\n local v = t[i]\n -- process v\nend\n```\nReason: Numeric for loop directly indexes the table without iterator function calls, giving the best performance for sequential arrays."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.player-cache-hooks.v1","fixtureId":"gmod.perf.player-cache-hooks.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a834817afe9e6c25","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15333,"startedAt":"2026-07-11T07:39:56.377Z","completedAt":"2026-07-11T07:40:11.710Z","answerBytes":619,"answerChars":619,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":182,"completionTokens":296,"totalTokens":478,"reasoningTokens":171,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755601-Zal1HETJ3osBhJ7xYOgW","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal cachedPlayers = {}\n\nlocal function refreshPlayerCache()\n cachedPlayers = player.GetAll()\nend\n\n-- Update cache when a player fully joins or leaves\nhook.Add(\"PlayerInitialSpawn\", \"PlayerCache_Refresh\", refreshPlayerCache)\nhook.Add(\"PlayerDisconnected\", \"PlayerCache_Refresh\", refreshPlayerCache)\n\n-- Example Think/Tick hook using the cached table\nhook.Add(\"Think\", \"MyThinkHook\", function()\n for _, ply in ipairs(cachedPlayers) do\n -- Your per-player logic here\n end\nend)\n```\nReason: Caches the player list and only refreshes on join/leave events, avoiding ipairs(player.GetAll()) every tick.","model_patch":"```lua\nlocal cachedPlayers = {}\n\nlocal function refreshPlayerCache()\n cachedPlayers = player.GetAll()\nend\n\n-- Update cache when a player fully joins or leaves\nhook.Add(\"PlayerInitialSpawn\", \"PlayerCache_Refresh\", refreshPlayerCache)\nhook.Add(\"PlayerDisconnected\", \"PlayerCache_Refresh\", refreshPlayerCache)\n\n-- Example Think/Tick hook using the cached table\nhook.Add(\"Think\", \"MyThinkHook\", function()\n for _, ply in ipairs(cachedPlayers) do\n -- Your per-player logic here\n end\nend)\n```\nReason: Caches the player list and only refreshes on join/leave events, avoiding ipairs(player.GetAll()) every tick."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.plain-lua-vs-fn.v1","fixtureId":"gmod.perf.plain-lua-vs-fn.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ead0a98b3ff6a388","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 2 candidate loops.","durationMs":19921,"startedAt":"2026-07-11T07:39:53.501Z","completedAt":"2026-07-11T07:40:13.423Z","answerBytes":1110,"answerChars":1106,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":425,"totalTokens":596,"reasoningTokens":116,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755598-8qmU9neJnwndvlsIUEVy","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fast list pipeline without DarkRP's fn library\nlocal function pipeline(tbl, ...)\n local ops = {...}\n local out = tbl\n for _, op in ipairs(ops) do\n local typ, fn = op[1], op[2]\n if typ == \"filter\" then\n local n = 0\n for i = 1, #out do\n local v = out[i]\n if fn(v) then\n n = n + 1\n out[n] = v\n end\n end\n -- truncate\n for i = n + 1, #out do out[i] = nil end\n elseif typ == \"map\" then\n for i = 1, #out do\n out[i] = fn(out[i])\n end\n else\n error(\"unknown op \" .. tostring(typ))\n end\n end\n return out\nend\n\n-- Example usage:\nlocal data = {1,2,3,4,5,6,7,8,9,10}\nlocal result = pipeline(data,\n {\"filter\", function(x) return x % 2 == 0 end},\n {\"map\", function(x) return x * 10 end}\n)\n-- result == {20,40,60,80,100}\n```\n\nReason: Uses a single pass per operation with in‑place table mutation, avoiding the overhead of fn's function‑composition and temporary tables.","model_patch":"```lua\n-- Fast list pipeline without DarkRP's fn library\nlocal function pipeline(tbl, ...)\n local ops = {...}\n local out = tbl\n for _, op in ipairs(ops) do\n local typ, fn = op[1], op[2]\n if typ == \"filter\" then\n local n = 0\n for i = 1, #out do\n local v = out[i]\n if fn(v) then\n n = n + 1\n out[n] = v\n end\n end\n -- truncate\n for i = n + 1, #out do out[i] = nil end\n elseif typ == \"map\" then\n for i = 1, #out do\n out[i] = fn(out[i])\n end\n else\n error(\"unknown op \" .. tostring(typ))\n end\n end\n return out\nend\n\n-- Example usage:\nlocal data = {1,2,3,4,5,6,7,8,9,10}\nlocal result = pipeline(data,\n {\"filter\", function(x) return x % 2 == 0 end},\n {\"map\", function(x) return x * 10 end}\n)\n-- result == {20,40,60,80,100}\n```\n\nReason: Uses a single pass per operation with in‑place table mutation, avoiding the overhead of fn's function‑composition and temporary tables."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.seq-tables.v1","fixtureId":"gmod.perf.seq-tables.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4778b0220c3f91a3","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 1 candidate loops.","durationMs":13774,"startedAt":"2026-07-11T07:40:05.265Z","completedAt":"2026-07-11T07:40:19.040Z","answerBytes":428,"answerChars":428,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":778,"totalTokens":946,"reasoningTokens":690,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755606-A64gnu87dly8adYKYq5a","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fast iteration: sequential array\nlocal arr = {\"a\", \"b\", \"c\"}\nfor i = 1, #arr do\n local v = arr[i]\n -- use v\nend\n\n-- Slow iteration: string-keyed map\nlocal map = {foo = \"a\", bar = \"b\", baz = \"c\"}\nfor k, v in pairs(map) do\n -- use v\nend\n```\nReason: Sequential arrays with numeric indices allow O(1) indexed access and cache-friendly iteration, while string-keyed maps require hash lookups and pairs() traversal.","model_patch":"```lua\n-- Fast iteration: sequential array\nlocal arr = {\"a\", \"b\", \"c\"}\nfor i = 1, #arr do\n local v = arr[i]\n -- use v\nend\n\n-- Slow iteration: string-keyed map\nlocal map = {foo = \"a\", bar = \"b\", baz = \"c\"}\nfor k, v in pairs(map) do\n -- use v\nend\n```\nReason: Sequential arrays with numeric indices allow O(1) indexed access and cache-friendly iteration, while string-keyed maps require hash lookups and pairs() traversal."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.steamid-cache.v1","fixtureId":"gmod.perf.steamid-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"e8a94aa454154982","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":1796,"startedAt":"2026-07-11T07:40:19.078Z","completedAt":"2026-07-11T07:40:20.949Z","answerBytes":791,"answerChars":789,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":331,"totalTokens":492,"reasoningTokens":121,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755611-yMuhZuTBvML73oIMKoUA","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fast SteamID cache for Garry's Mod\nlocal steamIDCache = {}\n\n-- Helper to get cached SteamID\nlocal function GetSteamID(ply)\n if not IsValid(ply) then return \"\" end\n local cached = steamIDCache[ply]\n if cached then return cached end\n\n local sid = ply:SteamID()\n steamIDCache[ply] = sid\n return sid\nend\n\n-- Invalidate cache when a player disconnects\nhook.Add(\"PlayerDisconnected\", \"ClearSteamIDCache\", function(ply)\n steamIDCache[ply] = nil\nend)\n\n-- Example hot‑path usage\nhook.Add(\"Think\", \"ExampleHotPath\", function()\n for _, ply in ipairs(player.GetAll()) do\n local sid = GetSteamID(ply)\n -- use sid ...\n end\nend)\n```\nReason: Caches SteamID per player in a table, avoiding repeated calls to ply:SteamID() and clears entries on disconnect.","model_patch":"```lua\n-- Fast SteamID cache for Garry's Mod\nlocal steamIDCache = {}\n\n-- Helper to get cached SteamID\nlocal function GetSteamID(ply)\n if not IsValid(ply) then return \"\" end\n local cached = steamIDCache[ply]\n if cached then return cached end\n\n local sid = ply:SteamID()\n steamIDCache[ply] = sid\n return sid\nend\n\n-- Invalidate cache when a player disconnects\nhook.Add(\"PlayerDisconnected\", \"ClearSteamIDCache\", function(ply)\n steamIDCache[ply] = nil\nend)\n\n-- Example hot‑path usage\nhook.Add(\"Think\", \"ExampleHotPath\", function()\n for _, ply in ipairs(player.GetAll()) do\n local sid = GetSteamID(ply)\n -- use sid ...\n end\nend)\n```\nReason: Caches SteamID per player in a table, avoiding repeated calls to ply:SteamID() and clears entries on disconnect."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.setdrawcolor-split.v1","fixtureId":"gmod.perf.setdrawcolor-split.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d110fde8a37bbe59","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9550,"startedAt":"2026-07-11T07:40:11.769Z","completedAt":"2026-07-11T07:40:21.319Z","answerBytes":231,"answerChars":231,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":224,"totalTokens":391,"reasoningTokens":172,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755607-qexOH6sJ4rHBwxMUvacQ","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fastest: pass raw numbers, avoid Color object allocation\nsurface.SetDrawColor(255, 0, 0, 255)\n```\n\nReason: Passing r,g,b,a numbers directly avoids creating a temporary Color object, reducing GC pressure in hot draw loops.","model_patch":"```lua\n-- Fastest: pass raw numbers, avoid Color object allocation\nsurface.SetDrawColor(255, 0, 0, 255)\n```\n\nReason: Passing r,g,b,a numbers directly avoids creating a temporary Color object, reducing GC pressure in hot draw loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.sqlite-vs-mysql.v1","fixtureId":"gmod.perf.sqlite-vs-mysql.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4a3f5d2a20d71ac9","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8020,"startedAt":"2026-07-11T07:40:13.437Z","completedAt":"2026-07-11T07:40:21.458Z","answerBytes":377,"answerChars":375,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":185,"completionTokens":438,"totalTokens":623,"reasoningTokens":388,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755610-W9ilAMKSi01i5OGXBrLL","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Simple query using Garry's Mod built-in SQLite (sql library)\nlocal steamid = \"STEAM_0:1:123456\"\nlocal query = \"SELECT * FROM player_data WHERE steamid = \" .. sql.SQLStr(steamid)\nlocal result = sql.Query(query)\nif result then\n -- handle result rows\nend\n```\nReason: Local SQLite runs in-process with no network round‑trip, giving lower latency for a single server.","model_patch":"```lua\n-- Simple query using Garry's Mod built-in SQLite (sql library)\nlocal steamid = \"STEAM_0:1:123456\"\nlocal query = \"SELECT * FROM player_data WHERE steamid = \" .. sql.SQLStr(steamid)\nlocal result = sql.Query(query)\nif result then\n -- handle result rows\nend\n```\nReason: Local SQLite runs in-process with no network round‑trip, giving lower latency for a single server."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ply-table-index.v1","fixtureId":"gmod.perf.ply-table-index.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f18cc80df8999147","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":22184,"startedAt":"2026-07-11T07:40:00.875Z","completedAt":"2026-07-11T07:40:23.060Z","answerBytes":850,"answerChars":850,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":778,"totalTokens":941,"reasoningTokens":565,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755604-JpVC8BX6hk1khRZ4tIAm","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fast per-player storage using a global table keyed by entity index\nlocal playerData = {}\n\n-- Store value\nlocal function SetData(ply, key, value)\n local idx = ply:EntIndex()\n playerData[idx] = playerData[idx] or {}\n playerData[idx][key] = value\nend\n\n-- Retrieve value\nlocal function GetData(ply, key)\n local idx = ply:EntIndex()\n local data = playerData[idx]\n return data and data[key]\nend\n\n-- Example usage\nhook.Add(\"PlayerInitialSpawn\", \"InitTempData\", function(ply)\n SetData(ply, \"tempField\", 0)\nend)\n\nhook.Add(\"Think\", \"ReadTempData\", function()\n for _, ply in ipairs(player.GetAll()) do\n local val = GetData(ply, \"tempField\")\n -- use val\n end\nend)\n```\nReason: Using a global table keyed by EntIndex avoids entity metamethod overhead, making reads significantly faster than ply.someField = value.","model_patch":"```lua\n-- Fast per-player storage using a global table keyed by entity index\nlocal playerData = {}\n\n-- Store value\nlocal function SetData(ply, key, value)\n local idx = ply:EntIndex()\n playerData[idx] = playerData[idx] or {}\n playerData[idx][key] = value\nend\n\n-- Retrieve value\nlocal function GetData(ply, key)\n local idx = ply:EntIndex()\n local data = playerData[idx]\n return data and data[key]\nend\n\n-- Example usage\nhook.Add(\"PlayerInitialSpawn\", \"InitTempData\", function(ply)\n SetData(ply, \"tempField\", 0)\nend)\n\nhook.Add(\"Think\", \"ReadTempData\", function()\n for _, ply in ipairs(player.GetAll()) do\n local val = GetData(ply, \"tempField\")\n -- use val\n end\nend)\n```\nReason: Using a global table keyed by EntIndex avoids entity metamethod overhead, making reads significantly faster than ply.someField = value."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-drawrect.v1","fixtureId":"gmod.perf.surface-drawrect.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"696e8de769d9ad0e","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10223,"startedAt":"2026-07-11T07:40:21.347Z","completedAt":"2026-07-11T07:40:31.571Z","answerBytes":206,"answerChars":206,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":535,"totalTokens":701,"reasoningTokens":469,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755620-uxqPbt7HZlsHxagDoXig","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\nsurface.DrawRect(100, 100, 200, 50)\n```\nReason: surface.DrawRect bypasses the radius logic of draw.RoundedBox and is a direct, lower-overhead rectangle draw call.","model_patch":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\nsurface.DrawRect(100, 100, 200, 50)\n```\nReason: surface.DrawRect bypasses the radius logic of draw.RoundedBox and is a direct, lower-overhead rectangle draw call."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.string-table-concat.v1","fixtureId":"gmod.perf.string-table-concat.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b0cf9e04ae7c5dd9","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":15532,"startedAt":"2026-07-11T07:40:21.049Z","completedAt":"2026-07-11T07:40:36.582Z","answerBytes":250,"answerChars":249,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":262,"totalTokens":423,"reasoningTokens":203,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755614-fYGPpTNtedqo8Bx7ZvGU","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal pieces = {}\nfor i = 1, 10000 do\n pieces[#pieces + 1] = \"part\" .. i\nend\nlocal bigString = table.concat(pieces)\n```\n\nReason: Using a table to collect strings and a single table.concat avoids the O(n²) cost of repeated .. concatenation.","model_patch":"```lua\nlocal pieces = {}\nfor i = 1, 10000 do\n pieces[#pieces + 1] = \"part\" .. i\nend\nlocal bigString = table.concat(pieces)\n```\n\nReason: Using a table to collect strings and a single table.concat avoids the O(n²) cost of repeated .. concatenation."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-count-hash.v1","fixtureId":"gmod.perf.table-count-hash.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3e9bbfc8452e05e3","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14150,"startedAt":"2026-07-11T07:40:23.065Z","completedAt":"2026-07-11T07:40:37.217Z","answerBytes":153,"answerChars":153,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":256,"totalTokens":412,"reasoningTokens":238,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755627-GxtkcbAb0C6tSohiagfm","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal len = #myArray\n```\nReason: The `#` operator is the standard way to get the length of a sequential array-like table in Lua (and Garry's Mod).","model_patch":"```lua\nlocal len = #myArray\n```\nReason: The `#` operator is the standard way to get the length of a sequential array-like table in Lua (and Garry's Mod)."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-text.v1","fixtureId":"gmod.perf.surface-text.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"95d9fe4918ee4197","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":16173,"startedAt":"2026-07-11T07:40:21.483Z","completedAt":"2026-07-11T07:40:37.656Z","answerBytes":690,"answerChars":688,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":691,"totalTokens":859,"reasoningTokens":515,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755624-RwoebByhN5XQp0mpr0NW","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Fast single-line text drawing using surface library\nlocal fontName = \"FastHUDFont\"\nlocal text = \"Hello, Garry's Mod!\"\nlocal x, y = 100, 100\nlocal col = Color(255, 255, 255, 255)\n\n-- Create font once\nsurface.CreateFont(fontName, {\n font = \"Roboto\",\n size = 18,\n weight = 500,\n antialias = true,\n})\n\nhook.Add(\"HUDPaint\", \"FastTextDraw\", function()\n surface.SetFont(fontName)\n surface.SetTextColor(col.r, col.g, col.b, col.a)\n surface.SetTextPos(x, y)\n surface.DrawText(text)\nend)\n```\nReason: surface.DrawText with a pre‑created font avoids the overhead of draw.DrawText and SimpleTextOutlined, which parse arguments and create temporary objects each frame.","model_patch":"```lua\n-- Fast single-line text drawing using surface library\nlocal fontName = \"FastHUDFont\"\nlocal text = \"Hello, Garry's Mod!\"\nlocal x, y = 100, 100\nlocal col = Color(255, 255, 255, 255)\n\n-- Create font once\nsurface.CreateFont(fontName, {\n font = \"Roboto\",\n size = 18,\n weight = 500,\n antialias = true,\n})\n\nhook.Add(\"HUDPaint\", \"FastTextDraw\", function()\n surface.SetFont(fontName)\n surface.SetTextColor(col.r, col.g, col.b, col.a)\n surface.SetTextPos(x, y)\n surface.DrawText(text)\nend)\n```\nReason: surface.DrawText with a pre‑created font avoids the overhead of draw.DrawText and SimpleTextOutlined, which parse arguments and create temporary objects each frame."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-empty.v1","fixtureId":"gmod.perf.table-empty.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3a6344977f5bd475","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10461,"startedAt":"2026-07-11T07:40:31.572Z","completedAt":"2026-07-11T07:40:42.033Z","answerBytes":336,"answerChars":336,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":689,"totalTokens":856,"reasoningTokens":659,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755630-wY67amMeO94fjJxt8Ic7","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Faster way to discard contents of a large sequential table\nlocal t = {1, 2, 3, 4, 5}\n-- ... later, to clear:\nt = {}\n```\nReason: Assigning a new empty table (t = {}) is generally faster than table.Empty(t) because it avoids iterating over all elements and simply creates a new table, leaving the old one for garbage collection.","model_patch":"```lua\n-- Faster way to discard contents of a large sequential table\nlocal t = {1, 2, 3, 4, 5}\n-- ... later, to clear:\nt = {}\n```\nReason: Assigning a new empty table (t = {}) is generally faster than table.Empty(t) because it avoids iterating over all elements and simply creates a new table, leaving the old one for garbage collection."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-hasvalue.v1","fixtureId":"gmod.perf.table-hasvalue.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"7d064428a873fdfc","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8300,"startedAt":"2026-07-11T07:40:36.594Z","completedAt":"2026-07-11T07:40:44.897Z","answerBytes":426,"answerChars":426,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":388,"totalTokens":551,"reasoningTokens":247,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755633-QoIE4RjizuE2eH86tuOm","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Using a hash set for O(1) membership test\nlocal mySet = {\n [\"apple\"] = true,\n [\"banana\"] = true,\n [\"cherry\"] = true\n}\n\nlocal function HasValueFast(set, val)\n return set[val] ~= nil\nend\n\n-- Example usage\nprint(HasValueFast(mySet, \"banana\")) -- true\nprint(HasValueFast(mySet, \"durian\")) -- false\n```\nReason: A table used as a hash set gives O(1) lookup, while table.HasValue scans the list linearly (O(n)).","model_patch":"```lua\n-- Using a hash set for O(1) membership test\nlocal mySet = {\n [\"apple\"] = true,\n [\"banana\"] = true,\n [\"cherry\"] = true\n}\n\nlocal function HasValueFast(set, val)\n return set[val] ~= nil\nend\n\n-- Example usage\nprint(HasValueFast(mySet, \"banana\")) -- true\nprint(HasValueFast(mySet, \"durian\")) -- false\n```\nReason: A table used as a hash set gives O(1) lookup, while table.HasValue scans the list linearly (O(n))."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-literal.v1","fixtureId":"gmod.perf.table-literal.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f95a8fc610d720ad","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8576,"startedAt":"2026-07-11T07:40:37.252Z","completedAt":"2026-07-11T07:40:45.828Z","answerBytes":305,"answerChars":305,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":367,"totalTokens":531,"reasoningTokens":300,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755635-BZhWtUwUzvdg3e9mJLQk","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\n-- Faster: table constructor\nlocal t = {field1 = 1, field2 = 2, field3 = 3}\n\n-- Slower: assign fields after creation\nlocal t2 = {}\nt2.field1 = 1\nt2.field2 = 2\nt2.field3 = 3\n```\nReason: The table constructor builds the table with all fields in a single allocation, avoiding repeated hash insertions.","model_patch":"```lua\n-- Faster: table constructor\nlocal t = {field1 = 1, field2 = 2, field3 = 3}\n\n-- Slower: assign fields after creation\nlocal t2 = {}\nt2.field1 = 1\nt2.field2 = 2\nt2.field3 = 3\n```\nReason: The table constructor builds the table with all fields in a single allocation, avoiding repeated hash insertions."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-random.v1","fixtureId":"gmod.perf.table-random.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"f3e090701953d4a9","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10185,"startedAt":"2026-07-11T07:40:37.677Z","completedAt":"2026-07-11T07:40:47.862Z","answerBytes":195,"answerChars":195,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":326,"totalTokens":486,"reasoningTokens":322,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755636-9Luhh9g7U54SlnD4Zmzz","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal function fastRandom(tbl)\n return tbl[math.random(1, #tbl)]\nend\n```\nReason: Using math.random with the length operator avoids the overhead of table.Random's iteration and counting.","model_patch":"```lua\nlocal function fastRandom(tbl)\n return tbl[math.random(1, #tbl)]\nend\n```\nReason: Using math.random with the length operator avoids the overhead of table.Random's iteration and counting."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.player-iterator.v1","fixtureId":"gmod.player-iterator.v1","fixtureVersion":2,"rubricVersion":"4","promptHash":"fe3d7469535a0ca2","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"partial","detail":"Uses ipairs but still allocates via player.GetAll() each time.","durationMs":4495,"startedAt":"2026-07-11T07:40:44.935Z","completedAt":"2026-07-11T07:40:49.430Z","answerBytes":188,"answerChars":188,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":175,"completionTokens":260,"totalTokens":435,"reasoningTokens":233,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755639-jfmVl0Ytoy1ADPezswng","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nfor _, ply in ipairs(player.GetAll()) do\n -- code for each player\nend\n```\nReason: Using ipairs provides a clean sequential loop over the player table returned by player.GetAll().","model_patch":"```lua\nfor _, ply in ipairs(player.GetAll()) do\n -- code for each player\nend\n```\nReason: Using ipairs provides a clean sequential loop over the player table returned by player.GetAll()."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.ents-iterator.v1","fixtureId":"gmod.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"3990c92253db85bb","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":4312,"startedAt":"2026-07-11T07:40:45.842Z","completedAt":"2026-07-11T07:40:50.154Z","answerBytes":272,"answerChars":272,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":69,"totalTokens":235,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755642-yk7vq0z0dSE6jx8qrazv","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ipairs(ents.GetAll()) do\n if ent:GetClass() == \"prop_physics\" then\n -- do something with ent\n end\nend\n```\nReason: Uses ents.GetAll() to iterate through all entities and filters for prop_physics class without pre-building a separate table.","model_patch":"```lua\nfor _, ent in ipairs(ents.GetAll()) do\n if ent:GetClass() == \"prop_physics\" then\n -- do something with ent\n end\nend\n```\nReason: Uses ents.GetAll() to iterate through all entities and filters for prop_physics class without pre-building a separate table."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.x-times-x.v1","fixtureId":"gmod.perf.x-times-x.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"79d48008f6b5174f","adapterId":"openrouter","model":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","model_name_or_path":"nvidia/nemotron-3-ultra-550b-a55b:free@medium","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8272,"startedAt":"2026-07-11T07:40:42.040Z","completedAt":"2026-07-11T07:40:50.312Z","answerBytes":151,"answerChars":151,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":384,"totalTokens":541,"reasoningTokens":363,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755638-exiUAV068GOoHsGTatdT","finishReason":"stop","nativeFinishReason":"stop","providerModel":"nvidia/nemotron-3-ultra-550b-a55b-20260604:free","source":"provider"},"finalResponse":"```lua\nlocal x = 10\nlocal squared = x * x\n```\nReason: Multiplication (x * x) is faster than the power operator (x^2) in Lua, especially in tight loops.","model_patch":"```lua\nlocal x = 10\nlocal squared = x * x\n```\nReason: Multiplication (x * x) is faster than the power operator (x^2) in Lua, especially in tight loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.hook-add.v1","fixtureId":"gmod.hook-add.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"12d2222fdb7d6b90","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Registers a named hook with hook.Add.","durationMs":6982,"startedAt":"2026-07-11T07:40:47.864Z","completedAt":"2026-07-11T07:40:54.846Z","answerBytes":243,"answerChars":243,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":172,"completionTokens":70,"totalTokens":242,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755646-TAxeBmHRewawm2pz0QtO","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nMyAddon = MyAddon or {}\nMyAddon.Think = function()\n -- Your think logic here\nend\nhook.Add(\"Think\", \"MyAddon.Think\", MyAddon.Think)\n```\nReason: Registers a Think hook callback under the identifier MyAddon.Think for use in Garry's Mod.","model_patch":"```lua\nMyAddon = MyAddon or {}\nMyAddon.Think = function()\n -- Your think logic here\nend\nhook.Add(\"Think\", \"MyAddon.Think\", MyAddon.Think)\n```\nReason: Registers a Think hook callback under the identifier MyAddon.Think for use in Garry's Mod."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.isvalid.v1","fixtureId":"gmod.isvalid.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"35527312e59dfc13","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Uses IsValid for entity/object validity.","durationMs":11315,"startedAt":"2026-07-11T07:40:49.431Z","completedAt":"2026-07-11T07:41:00.747Z","answerBytes":220,"answerChars":220,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":169,"completionTokens":52,"totalTokens":221,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755652-7qn4O0uuaySYn4hquCZI","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nif IsValid(ent) and not ent:IsDestroyable() then\n ent:SomeMethod()\nend\n```\nReason: IsValid checks if the entity exists and is not marked for deletion, preventing errors from calling methods on invalid entities.","model_patch":"```lua\nif IsValid(ent) and not ent:IsDestroyable() then\n ent:SomeMethod()\nend\n```\nReason: IsValid checks if the entity exists and is not marked for deletion, preventing errors from calling methods on invalid entities."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.net-receivers.v1","fixtureId":"gmod.net-receivers.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"24d54ee8366753a6","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":16101,"startedAt":"2026-07-11T07:40:50.155Z","completedAt":"2026-07-11T07:41:06.257Z","answerBytes":410,"answerChars":410,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":158,"completionTokens":104,"totalTokens":262,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755658-0vdJfq4UAxmAgub5SDXA","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\n -- Handle the incoming net message here\n local data = net.ReadString(len)\n print(\"Received MyAddon.Sync from\", ply:SteamID(), \"with data:\", data)\nend)\n```\nReason: This registers a net message handler for \"MyAddon.Sync\" using Garry's Mod's net.Receive function, which is the standard way to listen for and process incoming network messages in Lua.","model_patch":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\n -- Handle the incoming net message here\n local data = net.ReadString(len)\n print(\"Received MyAddon.Sync from\", ply:SteamID(), \"with data:\", data)\nend)\n```\nReason: This registers a net message handler for \"MyAddon.Sync\" using Garry's Mod's net.Receive function, which is the standard way to listen for and process incoming network messages in Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.angle-zero.v1","fixtureId":"gmod.perf.angle-zero.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f6bc97bf98280d62","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":19828,"startedAt":"2026-07-11T07:40:50.313Z","completedAt":"2026-07-11T07:41:10.141Z","answerBytes":589,"answerChars":589,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":153,"totalTokens":319,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755661-OVgmnawWDHNULaAp6e1z","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Faster: reuse a pre-zeroed Angle instead of creating new ones\nlocal zeroAngle = Angle(0, 0, 0)\n\n-- In hot path, use the cached zeroAngle directly\nfunction GetZeroAngle()\n return zeroAngle\nend\n\n-- Or reset an existing Angle if you need to modify it\nlocal tempAngle = Angle()\nfunction GetZeroedAngle()\n tempAngle.p = 0\n tempAngle.y = 0\n tempAngle.r = 0\n return tempAngle\nend\n```\n\nReason: Reusing a pre-zeroed Angle or resetting an existing one avoids the overhead of garbage collection and memory allocation that occurs when creating new Angle objects in a hot path.","model_patch":"```lua\n-- Faster: reuse a pre-zeroed Angle instead of creating new ones\nlocal zeroAngle = Angle(0, 0, 0)\n\n-- In hot path, use the cached zeroAngle directly\nfunction GetZeroAngle()\n return zeroAngle\nend\n\n-- Or reset an existing Angle if you need to modify it\nlocal tempAngle = Angle()\nfunction GetZeroedAngle()\n tempAngle.p = 0\n tempAngle.y = 0\n tempAngle.r = 0\n return tempAngle\nend\n```\n\nReason: Reusing a pre-zeroed Angle or resetting an existing one avoids the overhead of garbage collection and memory allocation that occurs when creating new Angle objects in a hot path."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.config-var.v1","fixtureId":"gmod.perf.config-var.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"bcc4ff8eb162b699","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":17048,"startedAt":"2026-07-11T07:40:54.847Z","completedAt":"2026-07-11T07:41:11.895Z","answerBytes":175,"answerChars":175,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":36,"totalTokens":207,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755664-BApT1qRKAbn4S3Vjdgls","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal color = myaddon.config.color\n```\n\nReason: Local variables are faster than table lookups because they avoid the overhead of nested table access and global lookups.","model_patch":"```lua\nlocal color = myaddon.config.color\n```\n\nReason: Local variables are faster than table lookups because they avoid the overhead of nested table access and global lookups."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.darkrpvar.v1","fixtureId":"gmod.perf.darkrpvar.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"02a37daa699cded3","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":13912,"startedAt":"2026-07-11T07:41:00.748Z","completedAt":"2026-07-11T07:41:14.660Z","answerBytes":177,"answerChars":177,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":45,"totalTokens":209,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755666-oAgzJok3A5GHBhLySjWL","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nply:GetJob()\n```\nReason: GetJob() is the preferred API to get a player's job name in DarkRP as it returns the job table directly, avoiding the unreliable NWString method.","model_patch":"```lua\nply:GetJob()\n```\nReason: GetJob() is the preferred API to get a player's job name in DarkRP as it returns the job table directly, avoiding the unreliable NWString method."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.disttosqr.v1","fixtureId":"gmod.perf.disttosqr.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a5772470c6859cdc","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":9244,"startedAt":"2026-07-11T07:41:06.257Z","completedAt":"2026-07-11T07:41:15.501Z","answerBytes":301,"answerChars":301,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":69,"totalTokens":233,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755667-nt4BW2U8yc1s5DHhQyqL","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal distanceSquared = (vector1 - vector2):LengthSqr()\nif distanceSquared < threshold * threshold then\n -- within threshold\nend\n```\nReason: Using LengthSqr() avoids the expensive sqrt operation from Length() and is the preferred method for threshold distance comparisons in Garry's Mod Lua.","model_patch":"```lua\nlocal distanceSquared = (vector1 - vector2):LengthSqr()\nif distanceSquared < threshold * threshold then\n -- within threshold\nend\n```\nReason: Using LengthSqr() avoids the expensive sqrt operation from Length() and is the preferred method for threshold distance comparisons in Garry's Mod Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ents-iterator.v1","fixtureId":"gmod.perf.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"306d3f1d05f28246","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":8335,"startedAt":"2026-07-11T07:41:10.142Z","completedAt":"2026-07-11T07:41:18.477Z","answerBytes":198,"answerChars":198,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":49,"totalTokens":206,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755670-A9kWFI9seZyOOGT8kdUj","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nfor _, entity in ipairs(ents.GetAll()) do\n -- Process each entity here\nend\n```\nReason: Uses ipairs with ents.GetAll() as recommended by the Garry's Mod wiki for efficient entity iteration.","model_patch":"```lua\nfor _, entity in ipairs(ents.GetAll()) do\n -- Process each entity here\nend\n```\nReason: Uses ipairs with ents.GetAll() as recommended by the Garry's Mod wiki for efficient entity iteration."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-players-near.v1","fixtureId":"gmod.perf.find-players-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d139ba2e8ee38a2f","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8046,"startedAt":"2026-07-11T07:41:14.660Z","completedAt":"2026-07-11T07:41:22.706Z","answerBytes":700,"answerChars":700,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":174,"totalTokens":344,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755674-jhplhtBpfLACwSivnh3s","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Faster player radius check using player.GetAll() with squared distance optimization\nlocal playerList = player.GetAll()\nlocal pos = Vector(0, 0, 0) -- your center position\nlocal radius = 500\nlocal radiusSq = radius * radius\nlocal playersInRadius = {}\n\nfor i = 1, #playerList do\n local ply = playerList[i]\n if IsValid(ply) then\n local distSq = ply:GetPos():DistToSqr(pos)\n if distSq <= radiusSq then\n table.insert(playersInRadius, ply)\n end\n end\nend\n```\n\nReason: Using player.GetAll() with squared distance comparison avoids the expensive entity iteration and sphere query overhead of ents.FindInSphere, providing faster player-specific radius checks.","model_patch":"```lua\n-- Faster player radius check using player.GetAll() with squared distance optimization\nlocal playerList = player.GetAll()\nlocal pos = Vector(0, 0, 0) -- your center position\nlocal radius = 500\nlocal radiusSq = radius * radius\nlocal playersInRadius = {}\n\nfor i = 1, #playerList do\n local ply = playerList[i]\n if IsValid(ply) then\n local distSq = ply:GetPos():DistToSqr(pos)\n if distSq <= radiusSq then\n table.insert(playersInRadius, ply)\n end\n end\nend\n```\n\nReason: Using player.GetAll() with squared distance comparison avoids the expensive entity iteration and sphere query overhead of ents.FindInSphere, providing faster player-specific radius checks."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.for-vs-while.v1","fixtureId":"gmod.perf.for-vs-while.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b3401a190a8aecf0","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":12739,"startedAt":"2026-07-11T07:41:15.502Z","completedAt":"2026-07-11T07:41:28.241Z","answerBytes":258,"answerChars":258,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":74,"totalTokens":236,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755680-cHgdugCgBj64A1jXxO8b","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal n = 1000\nlocal i = 1\nwhile i <= n do\n -- loop body\n i = i + 1\nend\n```\nReason: while loops with manual increment are generally faster in Garry's Mod Lua because they avoid the overhead of the for loop's iterator function and variable setup.","model_patch":"```lua\nlocal n = 1000\nlocal i = 1\nwhile i <= n do\n -- loop body\n i = i + 1\nend\n```\nReason: while loops with manual increment are generally faster in Garry's Mod Lua because they avoid the overhead of the for loop's iterator function and variable setup."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hook-once.v1","fixtureId":"gmod.perf.hook-once.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ed1d3e09249fc8bb","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14575,"startedAt":"2026-07-11T07:41:18.478Z","completedAt":"2026-07-11T07:41:33.053Z","answerBytes":589,"answerChars":589,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":174,"completionTokens":141,"totalTokens":315,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755684-99hZWjSwI6SrtHuig2b3","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Faster pattern: single hook.Run with all players\nhook.Add(\"Think\", \"NotifyAllPlayers\", function()\n local players = player.GetAll()\n hook.Run(\"OnPlayerTickBatch\", players)\nend)\n\n-- Slower pattern: loop and call hook.Run per player\nhook.Add(\"Think\", \"NotifyEachPlayer\", function()\n for _, ply in ipairs(player.GetAll()) do\n hook.Run(\"OnPlayerTick\", ply)\n end\nend)\n```\nReason: Calling hook.Run once with all players avoids the overhead of multiple hook dispatches and table iterations per player, reducing CPU usage significantly in Garry's Mod's Lua environment.","model_patch":"```lua\n-- Faster pattern: single hook.Run with all players\nhook.Add(\"Think\", \"NotifyAllPlayers\", function()\n local players = player.GetAll()\n hook.Run(\"OnPlayerTickBatch\", players)\nend)\n\n-- Slower pattern: loop and call hook.Run per player\nhook.Add(\"Think\", \"NotifyEachPlayer\", function()\n for _, ply in ipairs(player.GetAll()) do\n hook.Run(\"OnPlayerTick\", ply)\n end\nend)\n```\nReason: Calling hook.Run once with all players avoids the overhead of multiple hook dispatches and table iterations per player, reducing CPU usage significantly in Garry's Mod's Lua environment."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hudpaint-cache.v1","fixtureId":"gmod.perf.hudpaint-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3def450f3158ceff","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13805,"startedAt":"2026-07-11T07:41:22.707Z","completedAt":"2026-07-11T07:41:36.512Z","answerBytes":530,"answerChars":530,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":174,"totalTokens":344,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755687-OB3eq0fDqlaeizRPQM0A","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"FasterHealthDraw\", function()\n local health = LocalPlayer():Health()\n -- Use health variable for three separate draw calls\n draw.RoundedBox(0, 100, 100, health, 20, color_green)\n draw.RoundedBox(0, 100, 130, health * 0.5, 20, color_yellow)\n draw.RoundedBox(0, 100, 160, health * 0.25, 20, color_red)\nend)\n```\nReason: Caching the health value in a local variable avoids redundant calls to LocalPlayer():Health() which can be expensive, especially if it involves network or table lookups.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"FasterHealthDraw\", function()\n local health = LocalPlayer():Health()\n -- Use health variable for three separate draw calls\n draw.RoundedBox(0, 100, 100, health, 20, color_green)\n draw.RoundedBox(0, 100, 130, health * 0.5, 20, color_yellow)\n draw.RoundedBox(0, 100, 160, health * 0.25, 20, color_red)\nend)\n```\nReason: Caching the health value in a local variable avoids redundant calls to LocalPlayer():Health() which can be expensive, especially if it involves network or table lookups."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-color.v1","fixtureId":"gmod.perf.local-color.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"16a7bed1b931d467","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10733,"startedAt":"2026-07-11T07:41:28.242Z","completedAt":"2026-07-11T07:41:38.975Z","answerBytes":277,"answerChars":277,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":78,"totalTokens":245,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755690-pJMD5jm3bwZGGQZZL8WQ","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal white = Color(255, 255, 255)\n\nhook.Add(\"Paint\", \"FasterWhite\", function()\n draw.Color(white)\n -- drawing code here\nend)\n```\nReason: Pre-creating the Color object once outside the paint loop avoids repeated table allocations and function calls on every frame.","model_patch":"```lua\nlocal white = Color(255, 255, 255)\n\nhook.Add(\"Paint\", \"FasterWhite\", function()\n draw.Color(white)\n -- drawing code here\nend)\n```\nReason: Pre-creating the Color object once outside the paint loop avoids repeated table allocations and function calls on every frame."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-ents-near.v1","fixtureId":"gmod.perf.find-ents-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"07c583fc3d9fe09f","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":32031,"startedAt":"2026-07-11T07:41:11.896Z","completedAt":"2026-07-11T07:41:43.927Z","answerBytes":307,"answerChars":307,"httpStatus":200,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":177,"completionTokens":71,"totalTokens":248,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755695-U7uzMbIjYBY9kgTKjfl0","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal function GetNearbyEntities( player, radius )\n return ents.FindInSphere( player:GetPos(), radius )\nend\n```\nReason: FindInSphere is a fast built-in spatial query using the engine's optimized sphere check, commonly benchmarked as one of the quickest FindIn* methods for nearby entity retrieval.","model_patch":"```lua\nlocal function GetNearbyEntities( player, radius )\n return ents.FindInSphere( player:GetPos(), radius )\nend\n```\nReason: FindInSphere is a fast built-in spatial query using the engine's optimized sphere check, commonly benchmarked as one of the quickest FindIn* methods for nearby entity retrieval."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.localplayer-cache.v1","fixtureId":"gmod.perf.localplayer-cache.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"7398105af47b079e","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8516,"startedAt":"2026-07-11T07:41:36.513Z","completedAt":"2026-07-11T07:41:45.029Z","answerBytes":630,"answerChars":630,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":140,"totalTokens":304,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755696-ffFceYZAi4TupvbdlRhU","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Cache the LocalPlayer reference once per frame or when needed\nlocal localPlayer = LocalPlayer()\n\n-- Update the cache when necessary (e.g., on Think hook or when player changes)\nhook.Add(\"Think\", \"UpdateLocalPlayerCache\", function()\n localPlayer = LocalPlayer()\nend)\n\n-- Use localPlayer instead of calling LocalPlayer() repeatedly\nif localPlayer and localPlayer:Alive() then\n -- Your code here\nend\n```\n\nReason: Caching LocalPlayer() in a local variable and updating it only when necessary (like on Think hook) avoids the overhead of repeated global function lookups, improving performance in frequently called code.","model_patch":"```lua\n-- Cache the LocalPlayer reference once per frame or when needed\nlocal localPlayer = LocalPlayer()\n\n-- Update the cache when necessary (e.g., on Think hook or when player changes)\nhook.Add(\"Think\", \"UpdateLocalPlayerCache\", function()\n localPlayer = LocalPlayer()\nend)\n\n-- Use localPlayer instead of calling LocalPlayer() repeatedly\nif localPlayer and localPlayer:Alive() then\n -- Your code here\nend\n```\n\nReason: Caching LocalPlayer() in a local variable and updating it only when necessary (like on Think hook) avoids the overhead of repeated global function lookups, improving performance in frequently called code."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.meta-vs-arg.v1","fixtureId":"gmod.perf.meta-vs-arg.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"de332f7356830dfa","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"incorrect","detail":"Matched an incorrect-answer pattern.","durationMs":5439,"startedAt":"2026-07-11T07:41:43.927Z","completedAt":"2026-07-11T07:41:49.366Z","answerBytes":363,"answerChars":363,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":83,"totalTokens":249,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755701-DnyWQ5YZE4MdRfGCO45C","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Preferred: ply:SomeHelper()\n-- Method call syntax is generally faster in Garry's Mod Lua\nply:SomeHelper()\n```\n\nReason: Method call syntax (ply:SomeHelper()) is generally faster than function call syntax (SomeHelper(ply)) in Garry's Mod Lua because it avoids the overhead of argument table creation and leverages optimized C++ method dispatch internally.","model_patch":"```lua\n-- Preferred: ply:SomeHelper()\n-- Method call syntax is generally faster in Garry's Mod Lua\nply:SomeHelper()\n```\n\nReason: Method call syntax (ply:SomeHelper()) is generally faster than function call syntax (SomeHelper(ply)) in Garry's Mod Lua because it avoids the overhead of argument table creation and leverages optimized C++ method dispatch internally."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-vs-global.v1","fixtureId":"gmod.perf.local-vs-global.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"c116d8c651190647","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":22129,"startedAt":"2026-07-11T07:41:33.054Z","completedAt":"2026-07-11T07:41:55.183Z","answerBytes":433,"answerChars":433,"httpStatus":200,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":158,"completionTokens":111,"totalTokens":269,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755706-0gOsWeK7sbcb3k4Ihqdo","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Micro-optimization: cache the function reference outside the hot loop\nlocal sin = math.sin\n\n-- Hot loop - uses cached reference instead of global lookup each iteration\nfor i = 1, 1000000 do\n local result = sin(i * 0.01)\n -- use result...\nend\n```\nReason: Caching `math.sin` in a local variable avoids repeated global table lookups on every iteration of the hot loop, reducing overhead significantly in Garry's Mod Lua.","model_patch":"```lua\n-- Micro-optimization: cache the function reference outside the hot loop\nlocal sin = math.sin\n\n-- Hot loop - uses cached reference instead of global lookup each iteration\nfor i = 1, 1000000 do\n local result = sin(i * 0.01)\n -- use result...\nend\n```\nReason: Caching `math.sin` in a local variable avoids repeated global table lookups on every iteration of the hot loop, reducing overhead significantly in Garry's Mod Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.pairs-ipairs-for.v1","fixtureId":"gmod.perf.pairs-ipairs-for.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"de5e4875fcf3e600","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12634,"startedAt":"2026-07-11T07:41:49.367Z","completedAt":"2026-07-11T07:42:02.001Z","answerBytes":203,"answerChars":203,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":67,"totalTokens":234,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755712-4v4he5d1suUAZibYaQZ2","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal t = {1, 2, 3, 4, 5}\nfor i = 1, #t do\n local v = t[i]\nend\n```\nReason: Numeric for is fastest because it avoids iterator function overhead and uses direct index access with a cached length.","model_patch":"```lua\nlocal t = {1, 2, 3, 4, 5}\nfor i = 1, #t do\n local v = t[i]\nend\n```\nReason: Numeric for is fastest because it avoids iterator function overhead and uses direct index access with a cached length."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.looking-at.v1","fixtureId":"gmod.perf.looking-at.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"20b22f678a4b08d7","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"protocol_error","detail":"Final response exceeds fixture byte cap of 2048.","durationMs":30942,"startedAt":"2026-07-11T07:41:38.976Z","completedAt":"2026-07-11T07:42:09.918Z","answerBytes":2640,"answerChars":2636,"httpStatus":200,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":178,"completionTokens":751,"totalTokens":929,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755718-NANuZOiRKEI5n34XoF27","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Fast check if two players are roughly looking at each other\n-- Uses dot product of aim vectors instead of acos for angle calculation\n-- Returns true if angle between aim directions is less than threshold (e.g., 45 degrees)\n\nlocal function ArePlayersLookingAtEachOther(p1, p2, angleThreshold)\n if not IsValid(p1) or not IsValid(p2) then return false end\n if not p1:GetPos() or not p2:GetPos() then return false end\n \n -- Get aim vectors (forward directions)\n local aim1 = p1:GetForward()\n local aim2 = p2:GetForward()\n \n if not aim1 or not aim2 then return false end\n \n -- Calculate dot product of aim vectors\n -- Dot product = cos(angle), so we compare against cos(threshold)\n local dot = aim1:Dot(aim2)\n \n -- Pre-calculate threshold cosine for performance\n -- For 45 degrees: math.cos(math.rad(45)) ≈ 0.707\n -- For 60 degrees: math.cos(math.rad(60)) = 0.5\n -- For 30 degrees: math.cos(math.rad(30)) ≈ 0.866\n local cosThreshold = math.cos(math.rad(angleThreshold or 45))\n \n return dot >= cosThreshold\nend\n\n-- Alternative version that also checks if they're facing roughly the same direction\n-- (useful for \"mutual awareness\" scenarios)\nlocal function ArePlayersFacingEachOther(p1, p2, distanceThreshold, angleThreshold)\n if not IsValid(p1) or not IsValid(p2) then return false end\n \n local pos1 = p1:GetPos()\n local pos2 = p2:GetPos()\n \n if not pos1 or not pos2 then return false end\n \n -- Check distance first (early out)\n local dist = pos1:Distance(pos2)\n if dist > (distanceThreshold or 500) then return false end\n \n -- Direction from p1 to p2\n local dir1 = (pos2 - pos1):GetNormalized()\n -- Direction from p2 to p1\n local dir2 = (pos1 - pos2):GetNormalized()\n \n -- Get aim vectors\n local aim1 = p1:GetForward()\n local aim2 = p2:GetForward()\n \n if not aim1 or not aim2 then return false end\n \n -- Check if p1 is looking at p2 (aim1 should align with dir1)\n local dot1 = aim1:Dot(dir1)\n -- Check if p2 is looking at p1 (aim2 should align with dir2)\n local dot2 = aim2:Dot(dir2)\n \n local cosThreshold = math.cos(math.rad(angleThreshold or 45))\n \n return dot1 >= cosThreshold and dot2 >= cosThreshold\nend\n\nreturn {\n ArePlayersLookingAtEachOther = ArePlayersLookingAtEachOther,\n ArePlayersFacingEachOther = ArePlayersFacingEachOther\n}\n```\n\nReason: Uses dot product comparison against pre-computed cosine threshold instead of math.acos for angle calculation, avoiding expensive trigonometric operations while providing a fast approximate check for mutual player awareness.","model_patch":"```lua\n-- Fast check if two players are roughly looking at each other\n-- Uses dot product of aim vectors instead of acos for angle calculation\n-- Returns true if angle between aim directions is less than threshold (e.g., 45 degrees)\n\nlocal function ArePlayersLookingAtEachOther(p1, p2, angleThreshold)\n if not IsValid(p1) or not IsValid(p2) then return false end\n if not p1:GetPos() or not p2:GetPos() then return false end\n \n -- Get aim vectors (forward directions)\n local aim1 = p1:GetForward()\n local aim2 = p2:GetForward()\n \n if not aim1 or not aim2 then return false end\n \n -- Calculate dot product of aim vectors\n -- Dot product = cos(angle), so we compare against cos(threshold)\n local dot = aim1:Dot(aim2)\n \n -- Pre-calculate threshold cosine for performance\n -- For 45 degrees: math.cos(math.rad(45)) ≈ 0.707\n -- For 60 degrees: math.cos(math.rad(60)) = 0.5\n -- For 30 degrees: math.cos(math.rad(30)) ≈ 0.866\n local cosThreshold = math.cos(math.rad(angleThreshold or 45))\n \n return dot >= cosThreshold\nend\n\n-- Alternative version that also checks if they're facing roughly the same direction\n-- (useful for \"mutual awareness\" scenarios)\nlocal function ArePlayersFacingEachOther(p1, p2, distanceThreshold, angleThreshold)\n if not IsValid(p1) or not IsValid(p2) then return false end\n \n local pos1 = p1:GetPos()\n local pos2 = p2:GetPos()\n \n if not pos1 or not pos2 then return false end\n \n -- Check distance first (early out)\n local dist = pos1:Distance(pos2)\n if dist > (distanceThreshold or 500) then return false end\n \n -- Direction from p1 to p2\n local dir1 = (pos2 - pos1):GetNormalized()\n -- Direction from p2 to p1\n local dir2 = (pos1 - pos2):GetNormalized()\n \n -- Get aim vectors\n local aim1 = p1:GetForward()\n local aim2 = p2:GetForward()\n \n if not aim1 or not aim2 then return false end\n \n -- Check if p1 is looking at p2 (aim1 should align with dir1)\n local dot1 = aim1:Dot(dir1)\n -- Check if p2 is looking at p1 (aim2 should align with dir2)\n local dot2 = aim2:Dot(dir2)\n \n local cosThreshold = math.cos(math.rad(angleThreshold or 45))\n \n return dot1 >= cosThreshold and dot2 >= cosThreshold\nend\n\nreturn {\n ArePlayersLookingAtEachOther = ArePlayersLookingAtEachOther,\n ArePlayersFacingEachOther = ArePlayersFacingEachOther\n}\n```\n\nReason: Uses dot product comparison against pre-computed cosine threshold instead of math.acos for angle calculation, avoiding expensive trigonometric operations while providing a fast approximate check for mutual player awareness."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.plain-lua-vs-fn.v1","fixtureId":"gmod.perf.plain-lua-vs-fn.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ead0a98b3ff6a388","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15518,"startedAt":"2026-07-11T07:41:55.184Z","completedAt":"2026-07-11T07:42:10.702Z","answerBytes":1207,"answerChars":1207,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":292,"totalTokens":462,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755721-Ax7qUswJPIXJLxioeVaL","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Faster pipeline for DarkRP using inline loops instead of fn combinators\nlocal function pipeline(iterable, ...)\n local filters = { ... }\n local result = {}\n \n for i = 1, #iterable do\n local item = iterable[i]\n local pass = true\n \n for j = 1, #filters do\n local filter = filters[j]\n if filter.type == \"filter\" then\n if not filter.func(item) then\n pass = false\n break\n end\n elseif filter.type == \"map\" then\n item = filter.func(item)\n end\n end\n \n if pass then\n table.insert(result, item)\n end\n end\n \n return result\nend\n\n-- Usage: filter players, then map to names\n-- local names = pipeline(players, \n-- {type = \"filter\", func = function(p) return p:Team() == TEAM_DOCTOR end},\n-- {type = \"map\", func = function(p) return p:GetName() end}\n-- )\n```\n\nReason: Inline loop-based pipeline avoids fn library's function call overhead and intermediate table allocations, using direct iteration and in-place transformations for better performance in DarkRP's high-frequency hook contexts.","model_patch":"```lua\n-- Faster pipeline for DarkRP using inline loops instead of fn combinators\nlocal function pipeline(iterable, ...)\n local filters = { ... }\n local result = {}\n \n for i = 1, #iterable do\n local item = iterable[i]\n local pass = true\n \n for j = 1, #filters do\n local filter = filters[j]\n if filter.type == \"filter\" then\n if not filter.func(item) then\n pass = false\n break\n end\n elseif filter.type == \"map\" then\n item = filter.func(item)\n end\n end\n \n if pass then\n table.insert(result, item)\n end\n end\n \n return result\nend\n\n-- Usage: filter players, then map to names\n-- local names = pipeline(players, \n-- {type = \"filter\", func = function(p) return p:Team() == TEAM_DOCTOR end},\n-- {type = \"map\", func = function(p) return p:GetName() end}\n-- )\n```\n\nReason: Inline loop-based pipeline avoids fn library's function call overhead and intermediate table allocations, using direct iteration and in-place transformations for better performance in DarkRP's high-frequency hook contexts."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.player-cache-hooks.v1","fixtureId":"gmod.perf.player-cache-hooks.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a834817afe9e6c25","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10648,"startedAt":"2026-07-11T07:42:02.002Z","completedAt":"2026-07-11T07:42:12.651Z","answerBytes":759,"answerChars":759,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":178,"completionTokens":187,"totalTokens":365,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755724-o6CZZRAvfezfXhgQArr5","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal playerList = {}\nlocal playerListValid = false\n\nlocal function RefreshPlayerList()\n playerList = player.GetAll()\n playerListValid = true\nend\n\nhook.Add(\"PlayerInitialSpawn\", \"CachePlayers_OnJoin\", function()\n playerListValid = false\nend)\n\nhook.Add(\"PlayerDisconnected\", \"CachePlayers_OnLeave\", function()\n playerListValid = false\nend)\n\nhook.Add(\"Think\", \"CachePlayers_Think\", function()\n if not playerListValid then\n RefreshPlayerList()\n end\n -- Use playerList here instead of player.GetAll()\n for _, ply in ipairs(playerList) do\n -- Your think logic here\n end\nend)\n```\n\nReason: Caches the player list and only refreshes it when players join or leave, avoiding the expensive player.GetAll() call every tick.","model_patch":"```lua\nlocal playerList = {}\nlocal playerListValid = false\n\nlocal function RefreshPlayerList()\n playerList = player.GetAll()\n playerListValid = true\nend\n\nhook.Add(\"PlayerInitialSpawn\", \"CachePlayers_OnJoin\", function()\n playerListValid = false\nend)\n\nhook.Add(\"PlayerDisconnected\", \"CachePlayers_OnLeave\", function()\n playerListValid = false\nend)\n\nhook.Add(\"Think\", \"CachePlayers_Think\", function()\n if not playerListValid then\n RefreshPlayerList()\n end\n -- Use playerList here instead of player.GetAll()\n for _, ply in ipairs(playerList) do\n -- Your think logic here\n end\nend)\n```\n\nReason: Caches the player list and only refreshes it when players join or leave, avoiding the expensive player.GetAll() call every tick."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.msg-vs-print.v1","fixtureId":"gmod.perf.msg-vs-print.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"6cbb4e4b2f19dd24","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":29299,"startedAt":"2026-07-11T07:41:45.030Z","completedAt":"2026-07-11T07:42:14.329Z","answerBytes":351,"answerChars":351,"httpStatus":200,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":101,"totalTokens":262,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755726-GDQPtXQD6YMyORwJ6uST","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal chat = chat\nlocal chat.AddText = chat.AddText\n\nlocal function DebugFast(...)\n chat.AddText(Color(255, 255, 0), \"[DEBUG] \", Color(255, 100, 100), ...)\nend\n```\nReason: Using chat.AddText is faster than print in hot paths because it avoids the overhead of the print function and string formatting, directly outputting to the chat console.","model_patch":"```lua\nlocal chat = chat\nlocal chat.AddText = chat.AddText\n\nlocal function DebugFast(...)\n chat.AddText(Color(255, 255, 0), \"[DEBUG] \", Color(255, 100, 100), ...)\nend\n```\nReason: Using chat.AddText is faster than print in hot paths because it avoids the overhead of the print function and string formatting, directly outputting to the chat console."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ply-table-index.v1","fixtureId":"gmod.perf.ply-table-index.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f18cc80df8999147","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6446,"startedAt":"2026-07-11T07:42:09.919Z","completedAt":"2026-07-11T07:42:16.365Z","answerBytes":814,"answerChars":814,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":207,"totalTokens":370,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755727-v5R1t0CCgcbI8F6xAoKY","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Fast per-player data storage using a table indexed by player object\nlocal PlayerData = {}\n\n-- Initialize data for a player when they join\nhook.Add(\"PlayerInitialSpawn\", \"InitPlayerData\", function(ply)\n PlayerData[ply] = {\n someField = nil,\n anotherField = 0,\n -- add more fields as needed\n }\nend)\n\n-- Clean up when player leaves\nhook.Add(\"PlayerDisconnected\", \"CleanupPlayerData\", function(ply)\n PlayerData[ply] = nil\nend)\n\n-- Example usage:\n-- Set a value\nPlayerData[ply].someField = value\n\n-- Read a value (faster than ply.someField)\nlocal val = PlayerData[ply].someField\n```\n\nReason: Using a separate table indexed by player object avoids metatable lookups and direct field access on the player entity, which is significantly faster for frequent reads in Garry's Mod Lua.","model_patch":"```lua\n-- Fast per-player data storage using a table indexed by player object\nlocal PlayerData = {}\n\n-- Initialize data for a player when they join\nhook.Add(\"PlayerInitialSpawn\", \"InitPlayerData\", function(ply)\n PlayerData[ply] = {\n someField = nil,\n anotherField = 0,\n -- add more fields as needed\n }\nend)\n\n-- Clean up when player leaves\nhook.Add(\"PlayerDisconnected\", \"CleanupPlayerData\", function(ply)\n PlayerData[ply] = nil\nend)\n\n-- Example usage:\n-- Set a value\nPlayerData[ply].someField = value\n\n-- Read a value (faster than ply.someField)\nlocal val = PlayerData[ply].someField\n```\n\nReason: Using a separate table indexed by player object avoids metatable lookups and direct field access on the player entity, which is significantly faster for frequent reads in Garry's Mod Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.seq-tables.v1","fixtureId":"gmod.perf.seq-tables.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4778b0220c3f91a3","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 1 candidate loops.","durationMs":8270,"startedAt":"2026-07-11T07:42:10.702Z","completedAt":"2026-07-11T07:42:18.973Z","answerBytes":544,"answerChars":544,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":134,"totalTokens":301,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755730-WQqD1VVgLFBatpicbsFY","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Sequential number-indexed array (faster for iteration)\nlocal items = { \"apple\", \"banana\", \"cherry\" }\n\nfor i = 1, #items do\n local item = items[i]\n -- process item\nend\n\n-- Generic for loop over array (also fast)\nfor _, item in ipairs(items) do\n -- process item\nend\n```\n\nReason: Sequential number-indexed arrays use numeric keys which Lua can iterate more efficiently than string-keyed maps due to optimized numeric loop handling and the use of `ipairs` which leverages the `__ipairsmeta` metamethod for direct array traversal.","model_patch":"```lua\n-- Sequential number-indexed array (faster for iteration)\nlocal items = { \"apple\", \"banana\", \"cherry\" }\n\nfor i = 1, #items do\n local item = items[i]\n -- process item\nend\n\n-- Generic for loop over array (also fast)\nfor _, item in ipairs(items) do\n -- process item\nend\n```\n\nReason: Sequential number-indexed arrays use numeric keys which Lua can iterate more efficiently than string-keyed maps due to optimized numeric loop handling and the use of `ipairs` which leverages the `__ipairsmeta` metamethod for direct array traversal."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.sqlite-vs-mysql.v1","fixtureId":"gmod.perf.sqlite-vs-mysql.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4a3f5d2a20d71ac9","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":7886,"startedAt":"2026-07-11T07:42:14.330Z","completedAt":"2026-07-11T07:42:22.216Z","answerBytes":322,"answerChars":322,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":184,"completionTokens":72,"totalTokens":256,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755734-HDxRhUom6KknC0JyBP6G","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal query = \"SELECT * FROM players WHERE steamid = ?\"\nlocal result = sql.Query(query)\n```\n\nReason: Local SQLite is typically lower latency for reads/writes in a single Garry's Mod server since it avoids network overhead and is optimized for local disk access, making it faster than remote MySQL for this use case.","model_patch":"```lua\nlocal query = \"SELECT * FROM players WHERE steamid = ?\"\nlocal result = sql.Query(query)\n```\n\nReason: Local SQLite is typically lower latency for reads/writes in a single Garry's Mod server since it avoids network overhead and is optimized for local disk access, making it faster than remote MySQL for this use case."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.steamid-cache.v1","fixtureId":"gmod.perf.steamid-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"e8a94aa454154982","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12229,"startedAt":"2026-07-11T07:42:16.366Z","completedAt":"2026-07-11T07:42:28.595Z","answerBytes":526,"answerChars":526,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":140,"totalTokens":300,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755740-KDF33SJp8ibGZVM0AZvX","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Cached SteamID lookup for hot paths\nlocal steamIDCache = {}\n\nlocal function GetCachedSteamID(ply)\n local id = steamIDCache[ply]\n if not id then\n id = ply:SteamID()\n steamIDCache[ply] = id\n end\n return id\nend\n\n-- Optional: hook to clear cache when player leaves\nhook.Add(\"PlayerDisconnected\", \"ClearSteamIDCache\", function(ply)\n steamIDCache[ply] = nil\nend)\n```\nReason: Caching SteamID avoids repeated string allocations and function calls in hot paths, with cleanup on player disconnect.","model_patch":"```lua\n-- Cached SteamID lookup for hot paths\nlocal steamIDCache = {}\n\nlocal function GetCachedSteamID(ply)\n local id = steamIDCache[ply]\n if not id then\n id = ply:SteamID()\n steamIDCache[ply] = id\n end\n return id\nend\n\n-- Optional: hook to clear cache when player leaves\nhook.Add(\"PlayerDisconnected\", \"ClearSteamIDCache\", function(ply)\n steamIDCache[ply] = nil\nend)\n```\nReason: Caching SteamID avoids repeated string allocations and function calls in hot paths, with cleanup on player disconnect."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.string-table-concat.v1","fixtureId":"gmod.perf.string-table-concat.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b0cf9e04ae7c5dd9","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":14049,"startedAt":"2026-07-11T07:42:18.973Z","completedAt":"2026-07-11T07:42:33.023Z","answerBytes":290,"answerChars":289,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":86,"totalTokens":246,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755744-lgW6c57NpT9gJ0TOz21F","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Faster: table.concat for building large strings\nlocal parts = {}\nfor i = 1, 10000 do\n parts[#parts + 1] = \"some data \" .. i\nend\nlocal result = table.concat(parts)\n```\n\nReason: table.concat is O(n) while repeated .. concatenation is O(n²) due to creating new strings each time.","model_patch":"```lua\n-- Faster: table.concat for building large strings\nlocal parts = {}\nfor i = 1, 10000 do\n parts[#parts + 1] = \"some data \" .. i\nend\nlocal result = table.concat(parts)\n```\n\nReason: table.concat is O(n) while repeated .. concatenation is O(n²) due to creating new strings each time."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-drawrect.v1","fixtureId":"gmod.perf.surface-drawrect.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"696e8de769d9ad0e","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14378,"startedAt":"2026-07-11T07:42:22.216Z","completedAt":"2026-07-11T07:42:36.595Z","answerBytes":745,"answerChars":745,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":197,"totalTokens":362,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755747-QbOZU5wxOGufKiNaXDaA","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal draw_rounded = draw.RoundedBox\nlocal draw_no_rounded = surface.DrawRect\n\n-- Faster alternative to draw.RoundedBox(0, x, y, w, h, color)\n-- This draws a plain rectangle without any rounding calculations\nlocal function FastBox(x, y, w, h, color)\n if not color or not istable(color) then return end\n render.SetColor(color)\n draw_no_rounded(x, y, w, h)\nend\n\n-- Usage: FastBox(x, y, width, height, Color(255, 0, 0, 255))\n-- This is faster because it skips all corner radius calculations\n-- and directly calls the underlying surface drawing function\n```\n\nReason: Using surface.DrawRect directly is faster than draw.RoundedBox(0, ...) because it bypasses the corner radius calculations and uses the lower-level rendering function.","model_patch":"```lua\nlocal draw_rounded = draw.RoundedBox\nlocal draw_no_rounded = surface.DrawRect\n\n-- Faster alternative to draw.RoundedBox(0, x, y, w, h, color)\n-- This draws a plain rectangle without any rounding calculations\nlocal function FastBox(x, y, w, h, color)\n if not color or not istable(color) then return end\n render.SetColor(color)\n draw_no_rounded(x, y, w, h)\nend\n\n-- Usage: FastBox(x, y, width, height, Color(255, 0, 0, 255))\n-- This is faster because it skips all corner radius calculations\n-- and directly calls the underlying surface drawing function\n```\n\nReason: Using surface.DrawRect directly is faster than draw.RoundedBox(0, ...) because it bypasses the corner radius calculations and uses the lower-level rendering function."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-text.v1","fixtureId":"gmod.perf.surface-text.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"95d9fe4918ee4197","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11795,"startedAt":"2026-07-11T07:42:28.596Z","completedAt":"2026-07-11T07:42:40.391Z","answerBytes":1291,"answerChars":1291,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":349,"totalTokens":517,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755750-nn5h4bzrqu00ubQ4uzN4","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Faster text drawing in Garry's Mod client Lua\n-- Using draw.SimpleText is generally faster than surface.* text helpers\n-- and more efficient than draw.DrawText with outlined fonts\n\nlocal function DrawTextFast(text, font, x, y, color, xalign, yalign)\n -- Pre-cache font to avoid repeated lookups\n surface.SetFont(font)\n local w, h = surface.GetTextSize(text)\n \n -- Calculate alignment offsets\n local offsetX = xalign == TEXT_ALIGN_CENTER and -w * 0.5 or (xalign == TEXT_ALIGN_RIGHT and -w or 0)\n local offsetY = yalign == TEXT_ALIGN_CENTER and -h * 0.5 or (yalign == TEXT_ALIGN_BOTTOM and -h or 0)\n \n -- Use draw.SimpleText for better performance than DrawText\n draw.SimpleText(text, font, x + offsetX, y + offsetY, color)\nend\n\n-- Example usage - call this in a hook like HUDPaint\nhook.Add(\"HUDPaint\", \"FastTextDraw\", function()\n DrawTextFast(\"Hello World\", \"DermaDefault\", 400, 300, Color(255, 255, 255), TEXT_ALIGN_LEFT, TEXT_ALIGN_TOP)\nend)\n```\nReason: draw.SimpleText is faster than draw.DrawText because it avoids the overhead of the outlined text rendering path, and it's more efficient than surface.SetTextPos/text drawing methods since it handles the entire draw operation in a single call without requiring multiple surface.* state changes.","model_patch":"```lua\n-- Faster text drawing in Garry's Mod client Lua\n-- Using draw.SimpleText is generally faster than surface.* text helpers\n-- and more efficient than draw.DrawText with outlined fonts\n\nlocal function DrawTextFast(text, font, x, y, color, xalign, yalign)\n -- Pre-cache font to avoid repeated lookups\n surface.SetFont(font)\n local w, h = surface.GetTextSize(text)\n \n -- Calculate alignment offsets\n local offsetX = xalign == TEXT_ALIGN_CENTER and -w * 0.5 or (xalign == TEXT_ALIGN_RIGHT and -w or 0)\n local offsetY = yalign == TEXT_ALIGN_CENTER and -h * 0.5 or (yalign == TEXT_ALIGN_BOTTOM and -h or 0)\n \n -- Use draw.SimpleText for better performance than DrawText\n draw.SimpleText(text, font, x + offsetX, y + offsetY, color)\nend\n\n-- Example usage - call this in a hook like HUDPaint\nhook.Add(\"HUDPaint\", \"FastTextDraw\", function()\n DrawTextFast(\"Hello World\", \"DermaDefault\", 400, 300, Color(255, 255, 255), TEXT_ALIGN_LEFT, TEXT_ALIGN_TOP)\nend)\n```\nReason: draw.SimpleText is faster than draw.DrawText because it avoids the overhead of the outlined text rendering path, and it's more efficient than surface.SetTextPos/text drawing methods since it handles the entire draw operation in a single call without requiring multiple surface.* state changes."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-count-hash.v1","fixtureId":"gmod.perf.table-count-hash.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3e9bbfc8452e05e3","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8657,"startedAt":"2026-07-11T07:42:33.024Z","completedAt":"2026-07-11T07:42:41.681Z","answerBytes":151,"answerChars":151,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":39,"totalTokens":195,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755753-thSQW0ODKOA17oszEFzB","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal length = #myTable\n```\nReason: The `#` operator is the preferred way to get the length of a sequential array-like table in Garry's Mod Lua.","model_patch":"```lua\nlocal length = #myTable\n```\nReason: The `#` operator is the preferred way to get the length of a sequential array-like table in Garry's Mod Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.setdrawcolor-split.v1","fixtureId":"gmod.perf.setdrawcolor-split.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d110fde8a37bbe59","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter HTTP 429.","durationMs":30592,"startedAt":"2026-07-11T07:42:12.651Z","completedAt":"2026-07-11T07:42:43.243Z","answerBytes":null,"answerChars":null,"httpStatus":429,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":71,"completionTokens":0,"totalTokens":71,"source":"estimated"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-empty.v1","fixtureId":"gmod.perf.table-empty.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3a6344977f5bd475","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":8232,"startedAt":"2026-07-11T07:42:36.596Z","completedAt":"2026-07-11T07:42:44.828Z","answerBytes":492,"answerChars":492,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":125,"totalTokens":291,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755756-9GvFupfNbTOTNL1ZWp6G","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Faster approach: table.Empty(t)\nlocal t = {}\nfor i = 1, 1000000 do t[i] = i end\ntable.Empty(t) -- Clears in-place, avoids new table allocation\n\n-- Slower approach: t = {}\n-- t = {} only reassigns the local variable, original table still exists in memory\n-- and may be slower if other references exist\n```\nReason: table.Empty(t) clears the table in-place without creating a new table, avoiding memory allocation overhead and potential issues with other references to the same table.","model_patch":"```lua\n-- Faster approach: table.Empty(t)\nlocal t = {}\nfor i = 1, 1000000 do t[i] = i end\ntable.Empty(t) -- Clears in-place, avoids new table allocation\n\n-- Slower approach: t = {}\n-- t = {} only reassigns the local variable, original table still exists in memory\n-- and may be slower if other references exist\n```\nReason: table.Empty(t) clears the table in-place without creating a new table, avoiding memory allocation overhead and potential issues with other references to the same table."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-literal.v1","fixtureId":"gmod.perf.table-literal.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f95a8fc610d720ad","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8020,"startedAt":"2026-07-11T07:42:41.682Z","completedAt":"2026-07-11T07:42:49.702Z","answerBytes":317,"answerChars":317,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":100,"totalTokens":264,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755761-WHcolJWp6Ey2AAIUapIa","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Method 1: Assign fields after creation\nlocal t1 = {}\nt1.a = 1\nt1.b = 2\nt1.c = 3\n\n-- Method 2: Table constructor (faster)\nlocal t2 = { a = 1, b = 2, c = 3 }\n```\n\nReason: The table constructor is faster because it creates and populates the table in a single operation, avoiding multiple assignment statements.","model_patch":"```lua\n-- Method 1: Assign fields after creation\nlocal t1 = {}\nt1.a = 1\nt1.b = 2\nt1.c = 3\n\n-- Method 2: Table constructor (faster)\nlocal t2 = { a = 1, b = 2, c = 3 }\n```\n\nReason: The table constructor is faster because it creates and populates the table in a single operation, avoiding multiple assignment statements."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-random.v1","fixtureId":"gmod.perf.table-random.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"f3e090701953d4a9","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":6797,"startedAt":"2026-07-11T07:42:43.244Z","completedAt":"2026-07-11T07:42:50.041Z","answerBytes":300,"answerChars":300,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":65,"totalTokens":225,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755762-xbUXaNHaLmrXJNywBi7C","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\n-- Faster random element from a sequential table\nlocal function fastRandom(t)\n return t[math.random(#t)]\nend\n```\nReason: Direct index access with math.random is faster than table.Random because it avoids the function call overhead and uses the table's length directly for sequential tables.","model_patch":"```lua\n-- Faster random element from a sequential table\nlocal function fastRandom(t)\n return t[math.random(#t)]\nend\n```\nReason: Direct index access with math.random is faster than table.Random because it avoids the function call overhead and uses the table's length directly for sequential tables."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.x-times-x.v1","fixtureId":"gmod.perf.x-times-x.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"79d48008f6b5174f","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9838,"startedAt":"2026-07-11T07:42:44.828Z","completedAt":"2026-07-11T07:42:54.667Z","answerBytes":124,"answerChars":124,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":32,"totalTokens":189,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755766-FY2M122mHrMpJ4b85GG3","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal x2 = x * x\n```\nReason: Direct multiplication is faster than using pow() or other function calls in tight loops.","model_patch":"```lua\nlocal x2 = x * x\n```\nReason: Direct multiplication is faster than using pow() or other function calls in tight loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.player-iterator.v1","fixtureId":"gmod.player-iterator.v1","fixtureVersion":2,"rubricVersion":"4","promptHash":"fe3d7469535a0ca2","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"partial","detail":"Uses ipairs but still allocates via player.GetAll() each time.","durationMs":11321,"startedAt":"2026-07-11T07:42:49.702Z","completedAt":"2026-07-11T07:43:01.024Z","answerBytes":294,"answerChars":294,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":174,"completionTokens":61,"totalTokens":235,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755772-HKAZSDd12zKyqoUImz64","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nfor _, player in ipairs(player.GetAll()) do\n -- do something with player\nend\n```\nReason: Using ipairs with player.GetAll() is the modern Garry's Mod convention for iterating over connected players, as it provides cleaner syntax and better performance than pairs for ordered iteration.","model_patch":"```lua\nfor _, player in ipairs(player.GetAll()) do\n -- do something with player\nend\n```\nReason: Using ipairs with player.GetAll() is the modern Garry's Mod convention for iterating over connected players, as it provides cleaner syntax and better performance than pairs for ordered iteration."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-hasvalue.v1","fixtureId":"gmod.perf.table-hasvalue.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"7d064428a873fdfc","adapterId":"openrouter","model":"poolside/laguna-xs-2.1:free","model_name_or_path":"poolside/laguna-xs-2.1:free","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":31691,"startedAt":"2026-07-11T07:42:40.391Z","completedAt":"2026-07-11T07:43:12.082Z","answerBytes":219,"answerChars":219,"httpStatus":200,"httpAttempts":2,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":60,"totalTokens":222,"reasoningTokens":0,"cachedTokens":96,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755784-NROfC0bCTzU63fc7tdkR","finishReason":"stop","nativeFinishReason":"stop","providerModel":"poolside/laguna-xs-2.1-20260625:free","source":"provider"},"finalResponse":"```lua\nlocal set = { a = true, b = true, c = true }\nlocal exists = set[value] ~= nil\n```\nReason: Using a table as a dictionary with keys provides O(1) lookup, while table.HasValue iterates linearly with O(n) complexity.","model_patch":"```lua\nlocal set = { a = true, b = true, c = true }\nlocal exists = set[value] ~= nil\n```\nReason: Using a table as a dictionary with keys provides O(1) lookup, while table.HasValue iterates linearly with O(n) complexity."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.hook-add.v1","fixtureId":"gmod.hook-add.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"12d2222fdb7d6b90","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Registers a named hook with hook.Add.","durationMs":23631,"startedAt":"2026-07-11T07:42:54.667Z","completedAt":"2026-07-11T07:43:18.298Z","answerBytes":175,"answerChars":175,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":169,"completionTokens":491,"totalTokens":660,"reasoningTokens":444,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755781-IQin6NOFCghEPA9Upg5p","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add( \"Think\", \"MyAddon.Think\", function() end )\n```\nReason: Uses hook.Add to register an empty callback on the Think hook with the unique identifier MyAddon.Think.","model_patch":"```lua\nhook.Add( \"Think\", \"MyAddon.Think\", function() end )\n```\nReason: Uses hook.Add to register an empty callback on the Think hook with the unique identifier MyAddon.Think."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.ents-iterator.v1","fixtureId":"gmod.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"3990c92253db85bb","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":36757,"startedAt":"2026-07-11T07:42:50.042Z","completedAt":"2026-07-11T07:43:26.800Z","answerBytes":230,"answerChars":230,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":1173,"totalTokens":1335,"reasoningTokens":1116,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755778-dSk1ru4iV6aZkQZcRClP","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n -- visit each prop_physics entity\nend\n```\nReason: ents.FindByClass directly returns only matching entities, avoiding construction of a table of every map entity.","model_patch":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n -- visit each prop_physics entity\nend\n```\nReason: ents.FindByClass directly returns only matching entities, avoiding construction of a table of every map entity."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.net-receivers.v1","fixtureId":"gmod.net-receivers.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"24d54ee8366753a6","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":18143,"startedAt":"2026-07-11T07:43:12.083Z","completedAt":"2026-07-11T07:43:30.226Z","answerBytes":145,"answerChars":145,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":713,"totalTokens":869,"reasoningTokens":673,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755787-FB1PcfIz2AVHFaWO6Cbp","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\nend)\n```\nReason: net.Receive registers a callback to handle the named incoming net message.","model_patch":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\nend)\n```\nReason: net.Receive registers a callback to handle the named incoming net message."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.isvalid.v1","fixtureId":"gmod.isvalid.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"35527312e59dfc13","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Uses IsValid for entity/object validity.","durationMs":35516,"startedAt":"2026-07-11T07:43:01.024Z","completedAt":"2026-07-11T07:43:36.540Z","answerBytes":166,"answerChars":166,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":1115,"totalTokens":1280,"reasoningTokens":1069,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755786-o9624hlmfOTS7cHkgPXa","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nif IsValid(ent) then\n ent:SomeMethod()\nend\n```\nReason: IsValid checks that ent is a non-NULL, not-removed entity, preventing errors from invalid references.","model_patch":"```lua\nif IsValid(ent) then\n ent:SomeMethod()\nend\n```\nReason: IsValid checks that ent is a non-NULL, not-removed entity, preventing errors from invalid references."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.config-var.v1","fixtureId":"gmod.perf.config-var.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"bcc4ff8eb162b699","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":20966,"startedAt":"2026-07-11T07:43:26.800Z","completedAt":"2026-07-11T07:43:47.767Z","answerBytes":163,"answerChars":163,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":1097,"totalTokens":1267,"reasoningTokens":1060,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755799-DCP12yLZsVnwFmwdi4PP","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal color = myaddon.config.color\nlocal read = color\n```\nReason: Local variable access avoids repeated nested table lookups, making frequent reads fastest.","model_patch":"```lua\nlocal color = myaddon.config.color\nlocal read = color\n```\nReason: Local variable access avoids repeated nested table lookups, making frequent reads fastest."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.darkrpvar.v1","fixtureId":"gmod.perf.darkrpvar.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"02a37daa699cded3","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":24462,"startedAt":"2026-07-11T07:43:30.228Z","completedAt":"2026-07-11T07:43:54.691Z","answerBytes":167,"answerChars":167,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":1325,"totalTokens":1487,"reasoningTokens":1283,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755802-KytvqpYiMkFj7oz33E3C","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal jobName = ply:getDarkRPVar(\"job\")\n```\nReason: getDarkRPVar is DarkRP's intended synchronized variable accessor, avoiding fragile raw network string reads.","model_patch":"```lua\nlocal jobName = ply:getDarkRPVar(\"job\")\n```\nReason: getDarkRPVar is DarkRP's intended synchronized variable accessor, avoiding fragile raw network string reads."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.disttosqr.v1","fixtureId":"gmod.perf.disttosqr.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a5772470c6859cdc","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":18182,"startedAt":"2026-07-11T07:43:36.541Z","completedAt":"2026-07-11T07:43:54.723Z","answerBytes":177,"answerChars":177,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":1054,"totalTokens":1214,"reasoningTokens":1009,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755809-1OhlWHQWVy3YTP5w6mOi","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nif (a:DistanceSqr(b) < threshold * threshold) then\n -- within threshold\nend\n```\nReason: DistanceSqr avoids sqrt, giving faster threshold checks via squared comparison.","model_patch":"```lua\nif (a:DistanceSqr(b) < threshold * threshold) then\n -- within threshold\nend\n```\nReason: DistanceSqr avoids sqrt, giving faster threshold checks via squared comparison."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-players-near.v1","fixtureId":"gmod.perf.find-players-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d139ba2e8ee38a2f","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":16367,"startedAt":"2026-07-11T07:43:54.725Z","completedAt":"2026-07-11T07:44:11.092Z","answerBytes":450,"answerChars":450,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":954,"totalTokens":1119,"reasoningTokens":829,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755827-Kahh5HriG8qnJq3H0PIy","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal function GetPlayersInRadius(pos, radius)\n local radiusSq = radius * radius\n local result = {}\n for _, ply in ipairs(player.GetAll()) do\n if IsValid(ply) and ply:GetPos():DistToSqr(pos) <= radiusSq then\n result[#result + 1] = ply\n end\n end\n return result\nend\n```\nReason: player.GetAll() only loops players and DistToSqr avoids sqrt, making it faster than ents.FindInSphere which scans all entities.","model_patch":"```lua\nlocal function GetPlayersInRadius(pos, radius)\n local radiusSq = radius * radius\n local result = {}\n for _, ply in ipairs(player.GetAll()) do\n if IsValid(ply) and ply:GetPos():DistToSqr(pos) <= radiusSq then\n result[#result + 1] = ply\n end\n end\n return result\nend\n```\nReason: player.GetAll() only loops players and DistToSqr avoids sqrt, making it faster than ents.FindInSphere which scans all entities."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-ents-near.v1","fixtureId":"gmod.perf.find-ents-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"07c583fc3d9fe09f","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":28889,"startedAt":"2026-07-11T07:43:54.691Z","completedAt":"2026-07-11T07:44:23.581Z","answerBytes":187,"answerChars":187,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":1390,"totalTokens":1563,"reasoningTokens":1342,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755827-nOYBN0kmDgRbHjsTUYp5","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal nearby = ents.FindInSphere(ply:GetPos(), 128)\n```\nReason: ents.FindInSphere is a native spatial-partition query that benchmarks faster than FindInBox and avoids PVS overhead.","model_patch":"```lua\nlocal nearby = ents.FindInSphere(ply:GetPos(), 128)\n```\nReason: ents.FindInSphere is a native spatial-partition query that benchmarks faster than FindInBox and avoids PVS overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ents-iterator.v1","fixtureId":"gmod.perf.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"306d3f1d05f28246","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":39215,"startedAt":"2026-07-11T07:43:47.768Z","completedAt":"2026-07-11T07:44:26.983Z","answerBytes":243,"answerChars":243,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":153,"completionTokens":2000,"totalTokens":2153,"reasoningTokens":1935,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755820-PQ1BMKgZNtTMCQ6fvvuh","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal allEntities = ents.GetAll()\nfor i = 1, #allEntities do\n local ent = allEntities[i]\n -- visit ent\nend\n```\nReason: Caching ents.GetAll() and using a numeric loop is the efficient iteration pattern recommended by the GMod wiki.","model_patch":"```lua\nlocal allEntities = ents.GetAll()\nfor i = 1, #allEntities do\n local ent = allEntities[i]\n -- visit ent\nend\n```\nReason: Caching ents.GetAll() and using a numeric loop is the efficient iteration pattern recommended by the GMod wiki."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.for-vs-while.v1","fixtureId":"gmod.perf.for-vs-while.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b3401a190a8aecf0","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":18561,"startedAt":"2026-07-11T07:44:11.093Z","completedAt":"2026-07-11T07:44:29.654Z","answerBytes":142,"answerChars":142,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":158,"completionTokens":868,"totalTokens":1026,"reasoningTokens":830,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755843-pmgRzxrfUjhdnO6hKmxf","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, n do\nend\n```\nReason: Numeric for loops are generally faster in Lua because the VM optimizes bounds evaluation and iteration.","model_patch":"```lua\nfor i = 1, n do\nend\n```\nReason: Numeric for loops are generally faster in Lua because the VM optimizes bounds evaluation and iteration."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.angle-zero.v1","fixtureId":"gmod.perf.angle-zero.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f6bc97bf98280d62","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":73601,"startedAt":"2026-07-11T07:43:18.299Z","completedAt":"2026-07-11T07:44:31.900Z","answerBytes":292,"answerChars":292,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":4573,"totalTokens":4735,"reasoningTokens":4496,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755790-WYxUMmT17TnsZkX6GlBU","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal ang = Angle()\nfor i = 1, 1e6 do\n ang:Zero()\n -- use ang as a zeroed angle without allocating a new Angle()\nend\n```\nReason: Reusing a single Angle and resetting it with :Zero() avoids per-iteration allocation and GC overhead compared to constructing a new Angle() each time.","model_patch":"```lua\nlocal ang = Angle()\nfor i = 1, 1e6 do\n ang:Zero()\n -- use ang as a zeroed angle without allocating a new Angle()\nend\n```\nReason: Reusing a single Angle and resetting it with :Zero() avoids per-iteration allocation and GC overhead compared to constructing a new Angle() each time."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-vs-global.v1","fixtureId":"gmod.perf.local-vs-global.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"c116d8c651190647","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12573,"startedAt":"2026-07-11T07:44:31.901Z","completedAt":"2026-07-11T07:44:44.475Z","answerBytes":175,"answerChars":175,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":756,"totalTokens":912,"reasoningTokens":703,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755864-SKmk0PDJmQH01LpZyjKe","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal sin = math.sin\nfor i = 1, 1000000 do\n local y = sin(i)\nend\n```\nReason: Localizing math.sin into a local variable avoids repeated table lookups in the hot loop.","model_patch":"```lua\nlocal sin = math.sin\nfor i = 1, 1000000 do\n local y = sin(i)\nend\n```\nReason: Localizing math.sin into a local variable avoids repeated table lookups in the hot loop."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hudpaint-cache.v1","fixtureId":"gmod.perf.hudpaint-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3def450f3158ceff","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":21785,"startedAt":"2026-07-11T07:44:26.984Z","completedAt":"2026-07-11T07:44:48.769Z","answerBytes":312,"answerChars":312,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":1255,"totalTokens":1421,"reasoningTokens":1155,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755859-H3EDSvZBOyhyQZG3XdLl","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal hp = LocalPlayer():Health()\ndraw.SimpleText(hp, \"Default\", 10, 10, color_white)\ndraw.RoundedBox(4, 10, 30, 100, 20, Color(hp, 0, 0))\nsurface.DrawRect(10, 60, hp, 10)\n```\nReason: Caching LocalPlayer():Health() in a local variable avoids three separate function calls per frame, improving performance.","model_patch":"```lua\nlocal hp = LocalPlayer():Health()\ndraw.SimpleText(hp, \"Default\", 10, 10, color_white)\ndraw.RoundedBox(4, 10, 30, 100, 20, Color(hp, 0, 0))\nsurface.DrawRect(10, 60, hp, 10)\n```\nReason: Caching LocalPlayer():Health() in a local variable avoids three separate function calls per frame, improving performance."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hook-once.v1","fixtureId":"gmod.perf.hook-once.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ed1d3e09249fc8bb","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":27092,"startedAt":"2026-07-11T07:44:23.581Z","completedAt":"2026-07-11T07:44:50.673Z","answerBytes":272,"answerChars":272,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":1581,"totalTokens":1751,"reasoningTokens":1520,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755856-BHOt3eBq99SfWhyrP3pR","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"Tick\", \"FastNotify\", function()\n hook.Run(\"CustomPlayerLogic\", player.GetAll())\nend)\n```\nReason: Calling hook.Run once with the player table avoids repeated hook lookup and call overhead per player, making it faster than looping and calling per player.","model_patch":"```lua\nhook.Add(\"Tick\", \"FastNotify\", function()\n hook.Run(\"CustomPlayerLogic\", player.GetAll())\nend)\n```\nReason: Calling hook.Run once with the player table avoids repeated hook lookup and call overhead per player, making it faster than looping and calling per player."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-color.v1","fixtureId":"gmod.perf.local-color.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"16a7bed1b931d467","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":26259,"startedAt":"2026-07-11T07:44:29.654Z","completedAt":"2026-07-11T07:44:55.914Z","answerBytes":256,"answerChars":256,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":1259,"totalTokens":1416,"reasoningTokens":1195,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755862-VgSP7z8v8sieki75Fksn","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal white = Color(255, 255, 255)\nhook.Add(\"HUDPaint\", \"FastPaint\", function()\n surface.SetDrawColor(white)\nend)\n```\nReason: Caching the Color object outside the loop avoids per-iteration table allocation and reduces garbage collection overhead.","model_patch":"```lua\nlocal white = Color(255, 255, 255)\nhook.Add(\"HUDPaint\", \"FastPaint\", function()\n surface.SetDrawColor(white)\nend)\n```\nReason: Caching the Color object outside the loop avoids per-iteration table allocation and reduces garbage collection overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.msg-vs-print.v1","fixtureId":"gmod.perf.msg-vs-print.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"6cbb4e4b2f19dd24","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":17803,"startedAt":"2026-07-11T07:44:55.914Z","completedAt":"2026-07-11T07:45:13.717Z","answerBytes":144,"answerChars":144,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":854,"totalTokens":1011,"reasoningTokens":820,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755888-yNAtvEXOU0gwRx6n1t8T","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nMsgN(\"debug line\")\n```\nReason: MsgN writes directly to the console, avoiding print's vararg handling and tostring concatenation overhead.","model_patch":"```lua\nMsgN(\"debug line\")\n```\nReason: MsgN writes directly to the console, avoiding print's vararg handling and tostring concatenation overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.meta-vs-arg.v1","fixtureId":"gmod.perf.meta-vs-arg.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"de332f7356830dfa","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":25340,"startedAt":"2026-07-11T07:44:50.674Z","completedAt":"2026-07-11T07:45:16.014Z","answerBytes":132,"answerChars":132,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":1585,"totalTokens":1748,"reasoningTokens":1555,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755883-puqPtca8kK7LH1vb1Ee4","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nSomeHelper(ply)\n```\nReason: Direct call avoids table/metatable lookup overhead, making it generally faster than colon syntax.","model_patch":"```lua\nSomeHelper(ply)\n```\nReason: Direct call avoids table/metatable lookup overhead, making it generally faster than colon syntax."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.looking-at.v1","fixtureId":"gmod.perf.looking-at.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"20b22f678a4b08d7","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":32875,"startedAt":"2026-07-11T07:44:48.770Z","completedAt":"2026-07-11T07:45:21.646Z","answerBytes":421,"answerChars":421,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":174,"completionTokens":1731,"totalTokens":1905,"reasoningTokens":1596,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755881-H7wLjgKnZ2Z6OwEqCpVT","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal function playersFaceEachOther(a, b, thr)\n thr = thr or 0.5\n local dirAtoB = (b:GetPos() - a:GetPos()):GetNormalized()\n local dirBtoA = (a:GetPos() - b:GetPos()):GetNormalized()\n return a:GetAimVector():Dot(dirAtoB) > thr and b:GetAimVector():Dot(dirBtoA) > thr\nend\n```\nReason: Uses dot products of aim vectors with inter-player directions, comparing cosine thresholds directly to avoid math.acos.","model_patch":"```lua\nlocal function playersFaceEachOther(a, b, thr)\n thr = thr or 0.5\n local dirAtoB = (b:GetPos() - a:GetPos()):GetNormalized()\n local dirBtoA = (a:GetPos() - b:GetPos()):GetNormalized()\n return a:GetAimVector():Dot(dirAtoB) > thr and b:GetAimVector():Dot(dirBtoA) > thr\nend\n```\nReason: Uses dot products of aim vectors with inter-player directions, comparing cosine thresholds directly to avoid math.acos."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.localplayer-cache.v1","fixtureId":"gmod.perf.localplayer-cache.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"7398105af47b079e","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":42212,"startedAt":"2026-07-11T07:44:44.476Z","completedAt":"2026-07-11T07:45:26.688Z","answerBytes":436,"answerChars":436,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":2115,"totalTokens":2275,"reasoningTokens":2006,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755877-9qvBUP4kXwGqscFWUYo9","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal ply = LocalPlayer()\n\nlocal function LocalPly()\n if not IsValid(ply) then\n ply = LocalPlayer()\n end\n return ply\nend\n\nhook.Add(\"Think\", \"example\", function()\n local lp = LocalPly()\n if lp then\n -- use lp instead of LocalPlayer()\n end\nend)\n```\nReason: Caching the local player entity in a variable and only refreshing when invalid avoids repeated global function lookups, improving performance.","model_patch":"```lua\nlocal ply = LocalPlayer()\n\nlocal function LocalPly()\n if not IsValid(ply) then\n ply = LocalPlayer()\n end\n return ply\nend\n\nhook.Add(\"Think\", \"example\", function()\n local lp = LocalPly()\n if lp then\n -- use lp instead of LocalPlayer()\n end\nend)\n```\nReason: Caching the local player entity in a variable and only refreshing when invalid avoids repeated global function lookups, improving performance."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.pairs-ipairs-for.v1","fixtureId":"gmod.perf.pairs-ipairs-for.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"de5e4875fcf3e600","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13899,"startedAt":"2026-07-11T07:45:13.718Z","completedAt":"2026-07-11T07:45:27.618Z","answerBytes":160,"answerChars":160,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":761,"totalTokens":925,"reasoningTokens":714,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755906-7bm25OU2l2UZrDjxu3by","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, #t do\n local v = t[i]\nend\n```\nReason: numeric for is fastest as it avoids iterator function overhead and hash lookups used by pairs/ipairs.","model_patch":"```lua\nfor i = 1, #t do\n local v = t[i]\nend\n```\nReason: numeric for is fastest as it avoids iterator function overhead and hash lookups used by pairs/ipairs."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.plain-lua-vs-fn.v1","fixtureId":"gmod.perf.plain-lua-vs-fn.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ead0a98b3ff6a388","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":28140,"startedAt":"2026-07-11T07:45:16.014Z","completedAt":"2026-07-11T07:45:44.155Z","answerBytes":567,"answerChars":567,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":1581,"totalTokens":1748,"reasoningTokens":1426,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755908-VIXlC9qEVtYXh3RyVazK","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal function fastFilterMap(list, pred, map)\n local out = {}\n local j = 0\n for i = 1, #list do\n local v = list[i]\n if pred(v) then\n j = j + 1\n out[j] = map(v)\n end\n end\n return out\nend\n\n-- Example: filter valid admins and map to nick\nlocal result = fastFilterMap(player.GetAll(),\n function(p) return IsValid(p) and p:IsAdmin() end,\n function(p) return p:Nick() end)\n```\nReason: Single-pass loop with direct calls avoids fn's multiple passes, closure overhead, and intermediate table allocations.","model_patch":"```lua\nlocal function fastFilterMap(list, pred, map)\n local out = {}\n local j = 0\n for i = 1, #list do\n local v = list[i]\n if pred(v) then\n j = j + 1\n out[j] = map(v)\n end\n end\n return out\nend\n\n-- Example: filter valid admins and map to nick\nlocal result = fastFilterMap(player.GetAll(),\n function(p) return IsValid(p) and p:IsAdmin() end,\n function(p) return p:Nick() end)\n```\nReason: Single-pass loop with direct calls avoids fn's multiple passes, closure overhead, and intermediate table allocations."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.seq-tables.v1","fixtureId":"gmod.perf.seq-tables.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4778b0220c3f91a3","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":22902,"startedAt":"2026-07-11T07:45:27.618Z","completedAt":"2026-07-11T07:45:50.521Z","answerBytes":240,"answerChars":240,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":1369,"totalTokens":1532,"reasoningTokens":1305,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755920-mKwCmDiC7t2ODF6C4tIt","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal fast = { \"a\", \"b\", \"c\" }\nfor i = 1, #fast do\n local v = fast[i]\nend\n```\nReason: Sequential integer-indexed arrays iterate faster than string-keyed maps because they avoid hash lookups and allow predictable numeric traversal.","model_patch":"```lua\nlocal fast = { \"a\", \"b\", \"c\" }\nfor i = 1, #fast do\n local v = fast[i]\nend\n```\nReason: Sequential integer-indexed arrays iterate faster than string-keyed maps because they avoid hash lookups and allow predictable numeric traversal."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ply-table-index.v1","fixtureId":"gmod.perf.ply-table-index.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f18cc80df8999147","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":27369,"startedAt":"2026-07-11T07:45:26.690Z","completedAt":"2026-07-11T07:45:54.059Z","answerBytes":269,"answerChars":269,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":1513,"totalTokens":1674,"reasoningTokens":1439,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755919-ljjvETlyqGskpM0RUr84","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal PlayerData = {}\n\n-- Write:\nPlayerData[ply:EntIndex()] = { someField = value }\n\n-- Read (fast):\nlocal val = PlayerData[ply:EntIndex()].someField\n```\nReason: Integer-keyed plain Lua table lookups bypass entity __index metamethods, reducing per-read overhead.","model_patch":"```lua\nlocal PlayerData = {}\n\n-- Write:\nPlayerData[ply:EntIndex()] = { someField = value }\n\n-- Read (fast):\nlocal val = PlayerData[ply:EntIndex()].someField\n```\nReason: Integer-keyed plain Lua table lookups bypass entity __index metamethods, reducing per-read overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.player-cache-hooks.v1","fixtureId":"gmod.perf.player-cache-hooks.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a834817afe9e6c25","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":35321,"startedAt":"2026-07-11T07:45:21.646Z","completedAt":"2026-07-11T07:45:56.968Z","answerBytes":604,"answerChars":604,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":177,"completionTokens":1869,"totalTokens":2046,"reasoningTokens":1721,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755914-wyRjeawRLWAkr92TjHwn","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal cachedPlayers = player.GetAll()\n\nhook.Add(\"PlayerInitialSpawn\", \"RefreshPlayerCache\", function()\n cachedPlayers = player.GetAll()\nend)\n\nhook.Add(\"PlayerDisconnected\", \"RefreshPlayerCache\", function()\n cachedPlayers = player.GetAll()\nend)\n\nhook.Add(\"Tick\", \"TickWithCachedPlayers\", function()\n for i = 1, #cachedPlayers do\n local ply = cachedPlayers[i]\n if IsValid(ply) then\n -- per-tick logic here\n end\n end\nend)\n```\nReason: Reassigning the cached player table only on join/leave hooks avoids calling player.GetAll() every tick, reducing overhead.","model_patch":"```lua\nlocal cachedPlayers = player.GetAll()\n\nhook.Add(\"PlayerInitialSpawn\", \"RefreshPlayerCache\", function()\n cachedPlayers = player.GetAll()\nend)\n\nhook.Add(\"PlayerDisconnected\", \"RefreshPlayerCache\", function()\n cachedPlayers = player.GetAll()\nend)\n\nhook.Add(\"Tick\", \"TickWithCachedPlayers\", function()\n for i = 1, #cachedPlayers do\n local ply = cachedPlayers[i]\n if IsValid(ply) then\n -- per-tick logic here\n end\n end\nend)\n```\nReason: Reassigning the cached player table only on join/leave hooks avoids calling player.GetAll() every tick, reducing overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.setdrawcolor-split.v1","fixtureId":"gmod.perf.setdrawcolor-split.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d110fde8a37bbe59","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15262,"startedAt":"2026-07-11T07:45:44.155Z","completedAt":"2026-07-11T07:45:59.418Z","answerBytes":180,"answerChars":180,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":745,"totalTokens":908,"reasoningTokens":700,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755936-ZflucFBSn8qwxlPEWNfd","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\n```\nReason: Passing separate numbers avoids per-frame Color object allocation, reducing GC pressure and call overhead in hot draw loops.","model_patch":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\n```\nReason: Passing separate numbers avoids per-frame Color object allocation, reducing GC pressure and call overhead in hot draw loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.sqlite-vs-mysql.v1","fixtureId":"gmod.perf.sqlite-vs-mysql.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4a3f5d2a20d71ac9","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":17372,"startedAt":"2026-07-11T07:45:50.523Z","completedAt":"2026-07-11T07:46:07.895Z","answerBytes":220,"answerChars":220,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":180,"completionTokens":1001,"totalTokens":1181,"reasoningTokens":945,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755943-V3ew8wzZlyfP1HxxAssX","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal data = sql.Query(\"SELECT score FROM player_data WHERE steamid = 'STEAM_0:1:12345'\")\n```\nReason: Local SQLite avoids network round-trips, giving lower read/write latency than remote MySQL for a single server.","model_patch":"```lua\nlocal data = sql.Query(\"SELECT score FROM player_data WHERE steamid = 'STEAM_0:1:12345'\")\n```\nReason: Local SQLite avoids network round-trips, giving lower read/write latency than remote MySQL for a single server."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.steamid-cache.v1","fixtureId":"gmod.perf.steamid-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"e8a94aa454154982","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":23644,"startedAt":"2026-07-11T07:45:54.059Z","completedAt":"2026-07-11T07:46:17.704Z","answerBytes":340,"answerChars":340,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":158,"completionTokens":1276,"totalTokens":1434,"reasoningTokens":1180,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755946-3YNIxbMPMm8M9osHL2JD","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal steamIDCache = setmetatable({}, { __mode = \"k\" })\n\nlocal function GetCachedSteamID(ply)\n local id = steamIDCache[ply]\n if id then return id end\n id = ply:SteamID()\n steamIDCache[ply] = id\n return id\nend\n```\nReason: Weak-keyed cache avoids repeated native SteamID calls and prevents leaks when players disconnect.","model_patch":"```lua\nlocal steamIDCache = setmetatable({}, { __mode = \"k\" })\n\nlocal function GetCachedSteamID(ply)\n local id = steamIDCache[ply]\n if id then return id end\n id = ply:SteamID()\n steamIDCache[ply] = id\n return id\nend\n```\nReason: Weak-keyed cache avoids repeated native SteamID calls and prevents leaks when players disconnect."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-text.v1","fixtureId":"gmod.perf.surface-text.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"95d9fe4918ee4197","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":17281,"startedAt":"2026-07-11T07:46:07.896Z","completedAt":"2026-07-11T07:46:25.189Z","answerBytes":427,"answerChars":427,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":1074,"totalTokens":1239,"reasoningTokens":963,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755960-SDMQGE0oJ206ZdE8QJA3","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"FastSingleLine\", function()\n surface.SetFont(\"Default\")\n surface.SetTextColor(255, 255, 255, 255)\n surface.SetTextPos(16, 16)\n surface.DrawText(\"FPS: \" .. math.floor(1 / RealFrameTime()))\nend)\n```\nReason: Direct surface.* calls avoid the multi-line parsing and outline rendering overhead present in draw.DrawText and draw.SimpleTextOutlined, making single-line per-frame drawing faster.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"FastSingleLine\", function()\n surface.SetFont(\"Default\")\n surface.SetTextColor(255, 255, 255, 255)\n surface.SetTextPos(16, 16)\n surface.DrawText(\"FPS: \" .. math.floor(1 / RealFrameTime()))\nend)\n```\nReason: Direct surface.* calls avoid the multi-line parsing and outline rendering overhead present in draw.DrawText and draw.SimpleTextOutlined, making single-line per-frame drawing faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-drawrect.v1","fixtureId":"gmod.perf.surface-drawrect.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"696e8de769d9ad0e","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":29428,"startedAt":"2026-07-11T07:45:59.418Z","completedAt":"2026-07-11T07:46:28.847Z","answerBytes":198,"answerChars":198,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":1459,"totalTokens":1621,"reasoningTokens":1406,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755952-QJjVw2rQG0geogMQ1cY3","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(r, g, b, a)\nsurface.DrawRect(x, y, w, h)\n```\nReason: Bypasses draw.RoundedBox's border-size checks and color-table handling by calling surface drawing functions directly.","model_patch":"```lua\nsurface.SetDrawColor(r, g, b, a)\nsurface.DrawRect(x, y, w, h)\n```\nReason: Bypasses draw.RoundedBox's border-size checks and color-table handling by calling surface drawing functions directly."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-count-hash.v1","fixtureId":"gmod.perf.table-count-hash.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3e9bbfc8452e05e3","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12457,"startedAt":"2026-07-11T07:46:17.704Z","completedAt":"2026-07-11T07:46:30.163Z","answerBytes":160,"answerChars":160,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":153,"completionTokens":653,"totalTokens":806,"reasoningTokens":614,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755970-7bvQvnOeecHWfK91Srg0","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal len = #myTable\n```\nReason: The # length operator is the preferred and most efficient way to get the length of a sequential array-like table in Lua.","model_patch":"```lua\nlocal len = #myTable\n```\nReason: The # length operator is the preferred and most efficient way to get the length of a sequential array-like table in Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-empty.v1","fixtureId":"gmod.perf.table-empty.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3a6344977f5bd475","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":22575,"startedAt":"2026-07-11T07:46:25.210Z","completedAt":"2026-07-11T07:46:47.785Z","answerBytes":164,"answerChars":164,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":1169,"totalTokens":1332,"reasoningTokens":1131,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755977-gnqAavlsJGgdNiBk5lFl","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nt = {}\n```\nReason: t = {} avoids iterating over all elements and just reassigns the reference, making it faster than table.Empty for large sequential tables.","model_patch":"```lua\nt = {}\n```\nReason: t = {} avoids iterating over all elements and just reassigns the reference, making it faster than table.Empty for large sequential tables."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-literal.v1","fixtureId":"gmod.perf.table-literal.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f95a8fc610d720ad","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":19495,"startedAt":"2026-07-11T07:46:30.423Z","completedAt":"2026-07-11T07:46:49.918Z","answerBytes":164,"answerChars":164,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":985,"totalTokens":1145,"reasoningTokens":940,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755983-5Cow4fVVKBQDlizhqude","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal t = { a = 1, b = 2, c = 3 }\n```\nReason: Using the table constructor initializes fields in one step, avoiding separate assignments and making it faster.","model_patch":"```lua\nlocal t = { a = 1, b = 2, c = 3 }\n```\nReason: Using the table constructor initializes fields in one step, avoiding separate assignments and making it faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-hasvalue.v1","fixtureId":"gmod.perf.table-hasvalue.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"7d064428a873fdfc","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":21608,"startedAt":"2026-07-11T07:46:29.154Z","completedAt":"2026-07-11T07:46:50.762Z","answerBytes":229,"answerChars":229,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":159,"completionTokens":1147,"totalTokens":1306,"reasoningTokens":1068,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755981-pHiLexrM69ZlbS5FuAeZ","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal list = { \"a\", \"b\", \"c\" }\nlocal set = {}\nfor _, v in ipairs(list) do\n set[v] = true\nend\n\nif set[\"b\"] then\n print(\"value exists\")\nend\n```\nReason: Hash-set lookup is O(1) versus O(n) linear scan of table.HasValue.","model_patch":"```lua\nlocal list = { \"a\", \"b\", \"c\" }\nlocal set = {}\nfor _, v in ipairs(list) do\n set[v] = true\nend\n\nif set[\"b\"] then\n print(\"value exists\")\nend\n```\nReason: Hash-set lookup is O(1) versus O(n) linear scan of table.HasValue."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.x-times-x.v1","fixtureId":"gmod.perf.x-times-x.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"79d48008f6b5174f","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15557,"startedAt":"2026-07-11T07:46:49.919Z","completedAt":"2026-07-11T07:47:05.477Z","answerBytes":147,"answerChars":147,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":153,"completionTokens":848,"totalTokens":1001,"reasoningTokens":803,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756002-oBuSN0o0n4SdyDwcyAGD","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, n do\n local sq = x * x\nend\n```\nReason: Direct multiplication x * x avoids ^/math.pow overhead and locals speed up tight loops.","model_patch":"```lua\nfor i = 1, n do\n local sq = x * x\nend\n```\nReason: Direct multiplication x * x avoids ^/math.pow overhead and locals speed up tight loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-random.v1","fixtureId":"gmod.perf.table-random.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"f3e090701953d4a9","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":20645,"startedAt":"2026-07-11T07:46:47.786Z","completedAt":"2026-07-11T07:47:08.431Z","answerBytes":201,"answerChars":201,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":1040,"totalTokens":1196,"reasoningTokens":990,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756000-dhubphzJy3nVbtAV3MZK","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal function randomSeq(t)\n return t[math.random(#t)]\nend\n```\nReason: Uses # length operator and direct indexing instead of table.Count/pairs iteration, making it O(1) for sequential tables.","model_patch":"```lua\nlocal function randomSeq(t)\n return t[math.random(#t)]\nend\n```\nReason: Uses # length operator and direct indexing instead of table.Count/pairs iteration, making it O(1) for sequential tables."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.ents-iterator.v1","fixtureId":"gmod.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"3990c92253db85bb","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10203,"startedAt":"2026-07-11T07:47:05.478Z","completedAt":"2026-07-11T07:47:15.681Z","answerBytes":245,"answerChars":245,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":569,"totalTokens":731,"reasoningTokens":502,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756018-CW5ZcMFruaWzpSJtdyh2","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n -- visit each prop_physics entity\n print(ent:EntIndex())\nend\n```\nReason: ents.FindByClass returns only prop_physics entities, so no table of all map entities is built first.","model_patch":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n -- visit each prop_physics entity\n print(ent:EntIndex())\nend\n```\nReason: ents.FindByClass returns only prop_physics entities, so no table of all map entities is built first."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.hook-add.v1","fixtureId":"gmod.hook-add.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"12d2222fdb7d6b90","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Registers a named hook with hook.Add.","durationMs":7558,"startedAt":"2026-07-11T07:47:08.432Z","completedAt":"2026-07-11T07:47:15.990Z","answerBytes":169,"answerChars":169,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":169,"completionTokens":357,"totalTokens":526,"reasoningTokens":311,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756021-KflHISgWTTiiTZmGF07h","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add( \"Think\", \"MyAddon.Think\", function()\n\nend )\n```\nReason: Uses hook.Add to register an empty callback on the Think hook with the identifier MyAddon.Think.","model_patch":"```lua\nhook.Add( \"Think\", \"MyAddon.Think\", function()\n\nend )\n```\nReason: Uses hook.Add to register an empty callback on the Think hook with the identifier MyAddon.Think."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.player-iterator.v1","fixtureId":"gmod.player-iterator.v1","fixtureVersion":2,"rubricVersion":"4","promptHash":"fe3d7469535a0ca2","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"incorrect","detail":"Keeps pairs() rather than Iterator or a cached numeric for-loop.","durationMs":25642,"startedAt":"2026-07-11T07:46:50.763Z","completedAt":"2026-07-11T07:47:16.405Z","answerBytes":131,"answerChars":131,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":1174,"totalTokens":1345,"reasoningTokens":1139,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756003-CXpXLsUgLYMnbD2EamVs","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor _, ply in pairs(player.GetAll()) do\nend\n```\nReason: Iterates the table of connected players returned by player.GetAll().","model_patch":"```lua\nfor _, ply in pairs(player.GetAll()) do\nend\n```\nReason: Iterates the table of connected players returned by player.GetAll()."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.net-receivers.v1","fixtureId":"gmod.net-receivers.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"24d54ee8366753a6","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12338,"startedAt":"2026-07-11T07:47:15.991Z","completedAt":"2026-07-11T07:47:28.330Z","answerBytes":167,"answerChars":167,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":637,"totalTokens":793,"reasoningTokens":589,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756028-cnu0WAIpvdg6Az4b5qgO","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\nend)\n```\nReason: Uses net.Receive to register a callback that runs when the MyAddon.Sync net message is received.","model_patch":"```lua\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\nend)\n```\nReason: Uses net.Receive to register a callback that runs when the MyAddon.Sync net message is received."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.string-table-concat.v1","fixtureId":"gmod.perf.string-table-concat.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b0cf9e04ae7c5dd9","adapterId":"openrouter","model":"tencent/hy3:free@high","model_name_or_path":"tencent/hy3:free@high","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":91514,"startedAt":"2026-07-11T07:45:56.969Z","completedAt":"2026-07-11T07:47:28.483Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":8192,"totalTokens":8348,"reasoningTokens":8192,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783755949-ZuyRZwXMxcdmnudZeUXX","finishReason":"length","nativeFinishReason":"length","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.isvalid.v1","fixtureId":"gmod.isvalid.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"35527312e59dfc13","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Uses IsValid for entity/object validity.","durationMs":15260,"startedAt":"2026-07-11T07:47:15.682Z","completedAt":"2026-07-11T07:47:30.942Z","answerBytes":176,"answerChars":176,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":841,"totalTokens":1006,"reasoningTokens":794,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756028-NArfaSx1Z27NzmHlfm3L","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nif IsValid(ent) then\n -- safe to use ent\nend\n```\nReason: IsValid checks if ent is a valid non-NULL entity, preventing errors from using removed or invalid references.","model_patch":"```lua\nif IsValid(ent) then\n -- safe to use ent\nend\n```\nReason: IsValid checks if ent is a valid non-NULL entity, preventing errors from using removed or invalid references."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.disttosqr.v1","fixtureId":"gmod.perf.disttosqr.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a5772470c6859cdc","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9623,"startedAt":"2026-07-11T07:47:30.942Z","completedAt":"2026-07-11T07:47:40.565Z","answerBytes":179,"answerChars":179,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":467,"totalTokens":627,"reasoningTokens":420,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756043-c1fwmHE5vaJvOwyJw3B2","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nif (vecA:DistToSqr(vecB) < threshold * threshold) then /* within distance */ end\n```\nReason: DistToSqr compares squared distance, avoiding costly sqrt for threshold checks.","model_patch":"```lua\nif (vecA:DistToSqr(vecB) < threshold * threshold) then /* within distance */ end\n```\nReason: DistToSqr compares squared distance, avoiding costly sqrt for threshold checks."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.config-var.v1","fixtureId":"gmod.perf.config-var.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"bcc4ff8eb162b699","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13573,"startedAt":"2026-07-11T07:47:28.330Z","completedAt":"2026-07-11T07:47:41.903Z","answerBytes":174,"answerChars":174,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":703,"totalTokens":873,"reasoningTokens":663,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756040-Bt424LgpDViPT5NgrLvn","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal color = myaddon.config.color\nlocal current = color\n```\nReason: Local variable reads avoid nested table lookups, making them faster than nested tables or globals.","model_patch":"```lua\nlocal color = myaddon.config.color\nlocal current = color\n```\nReason: Local variable reads avoid nested table lookups, making them faster than nested tables or globals."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.darkrpvar.v1","fixtureId":"gmod.perf.darkrpvar.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"02a37daa699cded3","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":16325,"startedAt":"2026-07-11T07:47:28.484Z","completedAt":"2026-07-11T07:47:44.809Z","answerBytes":152,"answerChars":152,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":944,"totalTokens":1106,"reasoningTokens":901,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756041-awC8j1yk6jlczL9O41Wr","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal jobName = ply:getDarkRPVar(\"job\")\n```\nReason: getDarkRPVar is the proper DarkRP API for retrieving the job, avoiding direct NWString usage.","model_patch":"```lua\nlocal jobName = ply:getDarkRPVar(\"job\")\n```\nReason: getDarkRPVar is the proper DarkRP API for retrieving the job, avoiding direct NWString usage."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-players-near.v1","fixtureId":"gmod.perf.find-players-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d139ba2e8ee38a2f","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8031,"startedAt":"2026-07-11T07:47:44.810Z","completedAt":"2026-07-11T07:47:52.841Z","answerBytes":434,"answerChars":434,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":454,"totalTokens":619,"reasoningTokens":335,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756057-GeIAs0xGbgwXPjgc7Fxx","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal function GetPlayersInRadius(pos, radius)\n local found = {}\n local r2 = radius * radius\n for _, ply in ipairs(player.GetAll()) do\n if IsValid(ply) and ply:GetPos():DistToSqr(pos) <= r2 then\n found[#found + 1] = ply\n end\n end\n return found\nend\n```\nReason: Iterating only over player.GetAll() with squared distance checks avoids the overhead of enumerating all entities in the sphere.","model_patch":"```lua\nlocal function GetPlayersInRadius(pos, radius)\n local found = {}\n local r2 = radius * radius\n for _, ply in ipairs(player.GetAll()) do\n if IsValid(ply) and ply:GetPos():DistToSqr(pos) <= r2 then\n found[#found + 1] = ply\n end\n end\n return found\nend\n```\nReason: Iterating only over player.GetAll() with squared distance checks avoids the overhead of enumerating all entities in the sphere."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-ents-near.v1","fixtureId":"gmod.perf.find-ents-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"07c583fc3d9fe09f","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":14666,"startedAt":"2026-07-11T07:47:41.904Z","completedAt":"2026-07-11T07:47:56.571Z","answerBytes":198,"answerChars":198,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":686,"totalTokens":859,"reasoningTokens":632,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756054-liXiQyskGhVKcmXjPLVK","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal ply = Entity(1)\nlocal nearby = ents.FindInSphere(ply:GetPos(), 256)\n```\nReason: ents.FindInSphere is a commonly benchmarked cheaper radius query than FindInPVS for nearby entity checks.","model_patch":"```lua\nlocal ply = Entity(1)\nlocal nearby = ents.FindInSphere(ply:GetPos(), 256)\n```\nReason: ents.FindInSphere is a commonly benchmarked cheaper radius query than FindInPVS for nearby entity checks."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.angle-zero.v1","fixtureId":"gmod.perf.angle-zero.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f6bc97bf98280d62","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":44000,"startedAt":"2026-07-11T07:47:16.405Z","completedAt":"2026-07-11T07:48:00.406Z","answerBytes":257,"answerChars":257,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":2165,"totalTokens":2327,"reasoningTokens":2105,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756029-Ss6XY8AVG0P9pCBTpJfB","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal cachedAng = Angle()\nlocal function getZeroAng()\n cachedAng:Zero()\n return cachedAng\nend\n```\nReason: Reusing one Angle and resetting it with :Zero() avoids repeated C-side allocations and GC pressure compared to calling Angle() every time.","model_patch":"```lua\nlocal cachedAng = Angle()\nlocal function getZeroAng()\n cachedAng:Zero()\n return cachedAng\nend\n```\nReason: Reusing one Angle and resetting it with :Zero() avoids repeated C-side allocations and GC pressure compared to calling Angle() every time."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ents-iterator.v1","fixtureId":"gmod.perf.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"306d3f1d05f28246","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":22379,"startedAt":"2026-07-11T07:47:40.566Z","completedAt":"2026-07-11T07:48:02.945Z","answerBytes":204,"answerChars":204,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":153,"completionTokens":1292,"totalTokens":1445,"reasoningTokens":1234,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756053-nxYvseQPA5oAAwGfqlvI","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal all = ents.GetAll()\nfor i = 1, #all do\n local ent = all[i]\nend\n```\nReason: Caching ents.GetAll() and using a numeric for loop is the wiki-recommended efficient way to iterate all entities.","model_patch":"```lua\nlocal all = ents.GetAll()\nfor i = 1, #all do\n local ent = all[i]\nend\n```\nReason: Caching ents.GetAll() and using a numeric for loop is the wiki-recommended efficient way to iterate all entities."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.for-vs-while.v1","fixtureId":"gmod.perf.for-vs-while.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b3401a190a8aecf0","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12881,"startedAt":"2026-07-11T07:47:52.842Z","completedAt":"2026-07-11T07:48:05.723Z","answerBytes":185,"answerChars":185,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":158,"completionTokens":667,"totalTokens":825,"reasoningTokens":619,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756065-Xo71Sgi8VvMMkKgbRYHl","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, n do\nend\n```\nReason: Numeric for loops are generally faster in Lua as the limit and step are evaluated once and the VM optimizes the iteration compared to while loops.","model_patch":"```lua\nfor i = 1, n do\nend\n```\nReason: Numeric for loops are generally faster in Lua as the limit and step are evaluated once and the VM optimizes the iteration compared to while loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hook-once.v1","fixtureId":"gmod.perf.hook-once.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ed1d3e09249fc8bb","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14367,"startedAt":"2026-07-11T07:47:56.571Z","completedAt":"2026-07-11T07:48:10.939Z","answerBytes":206,"answerChars":206,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":728,"totalTokens":898,"reasoningTokens":679,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756069-yIRxWJLZvasCPRfcdxqN","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"Tick\", \"FastNotify\", function()\n hook.Run(\"CustomPlayerTick\", player.GetAll())\nend)\n```\nReason: Single hook.Run with all players avoids repeated hook lookup and call overhead per player.","model_patch":"```lua\nhook.Add(\"Tick\", \"FastNotify\", function()\n hook.Run(\"CustomPlayerTick\", player.GetAll())\nend)\n```\nReason: Single hook.Run with all players avoids repeated hook lookup and call overhead per player."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-color.v1","fixtureId":"gmod.perf.local-color.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"16a7bed1b931d467","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9357,"startedAt":"2026-07-11T07:48:02.946Z","completedAt":"2026-07-11T07:48:12.304Z","answerBytes":266,"answerChars":266,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":525,"totalTokens":682,"reasoningTokens":448,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756075-uZfumDAQ3qQtB2K2lbAp","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal white = Color(255, 255, 255)\n\nhook.Add(\"HUDPaint\", \"MyHUD\", function()\n surface.SetDrawColor(white)\n surface.DrawRect(0, 0, 100, 100)\nend)\n```\nReason: Caching the Color object outside the paint loop avoids repeated table allocation each iteration.","model_patch":"```lua\nlocal white = Color(255, 255, 255)\n\nhook.Add(\"HUDPaint\", \"MyHUD\", function()\n surface.SetDrawColor(white)\n surface.DrawRect(0, 0, 100, 100)\nend)\n```\nReason: Caching the Color object outside the paint loop avoids repeated table allocation each iteration."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hudpaint-cache.v1","fixtureId":"gmod.perf.hudpaint-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3def450f3158ceff","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12900,"startedAt":"2026-07-11T07:48:00.406Z","completedAt":"2026-07-11T07:48:13.307Z","answerBytes":340,"answerChars":340,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":712,"totalTokens":878,"reasoningTokens":612,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756073-RgoMd69hGx6CoQ2L9ucM","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"FastHealthDraw\", function()\n local hp = LocalPlayer():Health()\n draw.SimpleText(hp, \"Default\", 10, 10)\n draw.SimpleText(hp, \"Default\", 10, 30)\n draw.SimpleText(hp, \"Default\", 10, 50)\nend)\n```\nReason: Caching LocalPlayer():Health() in a local variable avoids three redundant function calls per frame.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"FastHealthDraw\", function()\n local hp = LocalPlayer():Health()\n draw.SimpleText(hp, \"Default\", 10, 10)\n draw.SimpleText(hp, \"Default\", 10, 30)\n draw.SimpleText(hp, \"Default\", 10, 50)\nend)\n```\nReason: Caching LocalPlayer():Health() in a local variable avoids three redundant function calls per frame."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-vs-global.v1","fixtureId":"gmod.perf.local-vs-global.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"c116d8c651190647","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12501,"startedAt":"2026-07-11T07:48:05.724Z","completedAt":"2026-07-11T07:48:18.225Z","answerBytes":177,"answerChars":177,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":720,"totalTokens":876,"reasoningTokens":669,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756078-5Iv7cy63DzGJlVzejjh1","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal sin = math.sin\nfor i = 1, 1000000 do\n local v = sin(i)\nend\n```\nReason: Localizing math.sin avoids repeated table indexing on the math global each loop iteration.","model_patch":"```lua\nlocal sin = math.sin\nfor i = 1, 1000000 do\n local v = sin(i)\nend\n```\nReason: Localizing math.sin avoids repeated table indexing on the math global each loop iteration."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.looking-at.v1","fixtureId":"gmod.perf.looking-at.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"20b22f678a4b08d7","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":13318,"startedAt":"2026-07-11T07:48:12.304Z","completedAt":"2026-07-11T07:48:25.623Z","answerBytes":422,"answerChars":422,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":174,"completionTokens":611,"totalTokens":785,"reasoningTokens":482,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756084-E601tT10bEBRCq9uHmio","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal function roughlyLookingEachOther(p1, p2)\n local to2 = (p2:GetPos() - p1:GetPos()):GetNormalized()\n local to1 = -to2\n local thr = 0.5 -- ~60 deg cone, compare dot directly instead of acos\n return p1:GetAimVector():Dot(to2) > thr and p2:GetAimVector():Dot(to1) > thr\nend\n```\nReason: Dot product compares aim vectors to direction-between vectors against a cosine threshold, avoiding costly math.acos.","model_patch":"```lua\nlocal function roughlyLookingEachOther(p1, p2)\n local to2 = (p2:GetPos() - p1:GetPos()):GetNormalized()\n local to1 = -to2\n local thr = 0.5 -- ~60 deg cone, compare dot directly instead of acos\n return p1:GetAimVector():Dot(to2) > thr and p2:GetAimVector():Dot(to1) > thr\nend\n```\nReason: Dot product compares aim vectors to direction-between vectors against a cosine threshold, avoiding costly math.acos."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.msg-vs-print.v1","fixtureId":"gmod.perf.msg-vs-print.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"6cbb4e4b2f19dd24","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10958,"startedAt":"2026-07-11T07:48:18.226Z","completedAt":"2026-07-11T07:48:29.185Z","answerBytes":179,"answerChars":179,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":157,"completionTokens":468,"totalTokens":625,"reasoningTokens":427,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756090-n1xNfHa5H2V8EroDrwNw","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nMsgN(\"debug line\")\n```\nReason: MsgN is a C-bound console output that bypasses print's Lua-side argument processing and string concatenation, reducing overhead in hot paths.","model_patch":"```lua\nMsgN(\"debug line\")\n```\nReason: MsgN is a C-bound console output that bypasses print's Lua-side argument processing and string concatenation, reducing overhead in hot paths."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.meta-vs-arg.v1","fixtureId":"gmod.perf.meta-vs-arg.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"de332f7356830dfa","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":17573,"startedAt":"2026-07-11T07:48:13.308Z","completedAt":"2026-07-11T07:48:30.881Z","answerBytes":148,"answerChars":148,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":927,"totalTokens":1090,"reasoningTokens":892,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756085-X7nE0ul4mLXlc7Is9HaG","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nSomeHelper(ply)\n```\nReason: Direct global/upvalue call avoids colon's implicit self and metatable method lookup, making it marginally faster.","model_patch":"```lua\nSomeHelper(ply)\n```\nReason: Direct global/upvalue call avoids colon's implicit self and metatable method lookup, making it marginally faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.localplayer-cache.v1","fixtureId":"gmod.perf.localplayer-cache.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"7398105af47b079e","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":21028,"startedAt":"2026-07-11T07:48:10.939Z","completedAt":"2026-07-11T07:48:31.968Z","answerBytes":406,"answerChars":406,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":921,"totalTokens":1081,"reasoningTokens":815,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756083-lngQ1lFM9TtmKVoDzH2a","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal ply = LocalPlayer()\n\nhook.Add(\"PlayerSpawn\", \"UpdateCachedLocalPlayer\", function(p)\n if p == LocalPlayer() then\n ply = p\n end\nend)\n\n-- Use ply instead of LocalPlayer() in performance-critical code\nif IsValid(ply) then\n ply:SetHealth(100)\nend\n```\nReason: Caching the local player in a local variable and updating it on spawn avoids repeated LocalPlayer() function call overhead.","model_patch":"```lua\nlocal ply = LocalPlayer()\n\nhook.Add(\"PlayerSpawn\", \"UpdateCachedLocalPlayer\", function(p)\n if p == LocalPlayer() then\n ply = p\n end\nend)\n\n-- Use ply instead of LocalPlayer() in performance-critical code\nif IsValid(ply) then\n ply:SetHealth(100)\nend\n```\nReason: Caching the local player in a local variable and updating it on spawn avoids repeated LocalPlayer() function call overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.pairs-ipairs-for.v1","fixtureId":"gmod.perf.pairs-ipairs-for.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"de5e4875fcf3e600","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10348,"startedAt":"2026-07-11T07:48:25.624Z","completedAt":"2026-07-11T07:48:35.971Z","answerBytes":138,"answerChars":138,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":538,"totalTokens":702,"reasoningTokens":496,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756098-JacSm8GJxak78Msn0R9A","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, #arr do\n local v = arr[i]\nend\n```\nReason: Numeric for is fastest due to direct index access and no iterator overhead.","model_patch":"```lua\nfor i = 1, #arr do\n local v = arr[i]\nend\n```\nReason: Numeric for is fastest due to direct index access and no iterator overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.seq-tables.v1","fixtureId":"gmod.perf.seq-tables.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4778b0220c3f91a3","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11251,"startedAt":"2026-07-11T07:48:35.972Z","completedAt":"2026-07-11T07:48:47.224Z","answerBytes":237,"answerChars":237,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":611,"totalTokens":774,"reasoningTokens":544,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756108-hmaOKe0SFbFQdpyQlEWi","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal seq = { \"a\", \"b\", \"c\" }\nfor i = 1, #seq do\n local v = seq[i]\nend\n```\nReason: Sequential integer-indexed arrays iterate faster via numeric for/# length than string-keyed maps due to avoided hash lookups and pairs overhead.","model_patch":"```lua\nlocal seq = { \"a\", \"b\", \"c\" }\nfor i = 1, #seq do\n local v = seq[i]\nend\n```\nReason: Sequential integer-indexed arrays iterate faster via numeric for/# length than string-keyed maps due to avoided hash lookups and pairs overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.plain-lua-vs-fn.v1","fixtureId":"gmod.perf.plain-lua-vs-fn.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ead0a98b3ff6a388","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":19039,"startedAt":"2026-07-11T07:48:29.185Z","completedAt":"2026-07-11T07:48:48.226Z","answerBytes":563,"answerChars":563,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":1193,"totalTokens":1360,"reasoningTokens":1026,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756101-f5XOiN37klKNRYmPjdWb","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal function filterMap(list, pred, trans)\n local out = {}\n local idx = 0\n for i = 1, #list do\n local v = list[i]\n if pred(v) then\n idx = idx + 1\n out[idx] = trans(v)\n end\n end\n return out\nend\n\nlocal data = {1, 2, 3, 4, 5, 6, 7, 8}\nlocal result = filterMap(data,\n function(x) return x % 2 == 0 end,\n function(x) return x * x end\n)\n```\nReason: Single-pass loop with preallocated output table avoids intermediate allocations and multiple iterations inherent to DarkRP's fn combinator chaining.","model_patch":"```lua\nlocal function filterMap(list, pred, trans)\n local out = {}\n local idx = 0\n for i = 1, #list do\n local v = list[i]\n if pred(v) then\n idx = idx + 1\n out[idx] = trans(v)\n end\n end\n return out\nend\n\nlocal data = {1, 2, 3, 4, 5, 6, 7, 8}\nlocal result = filterMap(data,\n function(x) return x % 2 == 0 end,\n function(x) return x * x end\n)\n```\nReason: Single-pass loop with preallocated output table avoids intermediate allocations and multiple iterations inherent to DarkRP's fn combinator chaining."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.player-cache-hooks.v1","fixtureId":"gmod.perf.player-cache-hooks.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a834817afe9e6c25","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":18322,"startedAt":"2026-07-11T07:48:30.882Z","completedAt":"2026-07-11T07:48:49.204Z","answerBytes":663,"answerChars":663,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":177,"completionTokens":1073,"totalTokens":1250,"reasoningTokens":909,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756103-f8ZtfGV6wZQtXtAfHXdl","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal CachedPlayers = {}\n\nlocal function RefreshPlayerCache()\n CachedPlayers = player.GetAll()\nend\n\nhook.Add(\"InitPostEntity\", \"RefreshPlayerCache\", RefreshPlayerCache)\nhook.Add(\"PlayerInitialSpawn\", \"RefreshPlayerCache\", RefreshPlayerCache)\nhook.Add(\"PlayerDisconnected\", \"RefreshPlayerCache\", RefreshPlayerCache)\n\nhook.Add(\"Tick\", \"ProcessCachedPlayers\", function()\n for i = 1, #CachedPlayers do\n local ply = CachedPlayers[i]\n if IsValid(ply) then\n -- per-tick logic using ply\n end\n end\nend)\n```\nReason: Maintains a cached player table updated only on join/leave hooks, eliminating per-tick player.GetAll() calls.","model_patch":"```lua\nlocal CachedPlayers = {}\n\nlocal function RefreshPlayerCache()\n CachedPlayers = player.GetAll()\nend\n\nhook.Add(\"InitPostEntity\", \"RefreshPlayerCache\", RefreshPlayerCache)\nhook.Add(\"PlayerInitialSpawn\", \"RefreshPlayerCache\", RefreshPlayerCache)\nhook.Add(\"PlayerDisconnected\", \"RefreshPlayerCache\", RefreshPlayerCache)\n\nhook.Add(\"Tick\", \"ProcessCachedPlayers\", function()\n for i = 1, #CachedPlayers do\n local ply = CachedPlayers[i]\n if IsValid(ply) then\n -- per-tick logic using ply\n end\n end\nend)\n```\nReason: Maintains a cached player table updated only on join/leave hooks, eliminating per-tick player.GetAll() calls."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ply-table-index.v1","fixtureId":"gmod.perf.ply-table-index.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f18cc80df8999147","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":23787,"startedAt":"2026-07-11T07:48:31.968Z","completedAt":"2026-07-11T07:48:55.756Z","answerBytes":423,"answerChars":423,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":1128,"totalTokens":1289,"reasoningTokens":1011,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756104-9wUUHuWHlHlDZ6ELSqKW","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal playerData = {}\n\nlocal function SetPlayerData(ply, key, val)\n local idx = ply:EntIndex()\n local t = playerData[idx] or {}\n t[key] = val\n playerData[idx] = t\nend\n\nlocal function GetPlayerData(ply, key)\n local t = playerData[ply:EntIndex()]\n return t and t[key]\nend\n```\nReason: Integer-indexed local table lookups avoid entity metatable __index overhead, making reads faster than ply.someField.","model_patch":"```lua\nlocal playerData = {}\n\nlocal function SetPlayerData(ply, key, val)\n local idx = ply:EntIndex()\n local t = playerData[idx] or {}\n t[key] = val\n playerData[idx] = t\nend\n\nlocal function GetPlayerData(ply, key)\n local t = playerData[ply:EntIndex()]\n return t and t[key]\nend\n```\nReason: Integer-indexed local table lookups avoid entity metatable __index overhead, making reads faster than ply.someField."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.setdrawcolor-split.v1","fixtureId":"gmod.perf.setdrawcolor-split.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d110fde8a37bbe59","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9633,"startedAt":"2026-07-11T07:48:47.225Z","completedAt":"2026-07-11T07:48:56.859Z","answerBytes":182,"answerChars":182,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":486,"totalTokens":649,"reasoningTokens":440,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756119-yp5upGLXDNGkHPzFLXYz","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\n```\nReason: Passing separate numbers avoids allocating a Color object each call, reducing GC pressure and call overhead in hot draw paths.","model_patch":"```lua\nsurface.SetDrawColor(255, 0, 0, 255)\n```\nReason: Passing separate numbers avoids allocating a Color object each call, reducing GC pressure and call overhead in hot draw paths."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.sqlite-vs-mysql.v1","fixtureId":"gmod.perf.sqlite-vs-mysql.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4a3f5d2a20d71ac9","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10239,"startedAt":"2026-07-11T07:48:48.226Z","completedAt":"2026-07-11T07:48:58.466Z","answerBytes":210,"answerChars":210,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":180,"completionTokens":564,"totalTokens":744,"reasoningTokens":510,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756120-v8Tn3S7nT9GgVqnkJXFY","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal res = sql.Query(\"SELECT score FROM player_data WHERE steamid = 'STEAM_0:1:12345'\")\n```\nReason: Local SQLite avoids network round-trips, offering lower latency than remote MySQL for a single server.","model_patch":"```lua\nlocal res = sql.Query(\"SELECT score FROM player_data WHERE steamid = 'STEAM_0:1:12345'\")\n```\nReason: Local SQLite avoids network round-trips, offering lower latency than remote MySQL for a single server."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.steamid-cache.v1","fixtureId":"gmod.perf.steamid-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"e8a94aa454154982","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10842,"startedAt":"2026-07-11T07:48:49.204Z","completedAt":"2026-07-11T07:49:00.047Z","answerBytes":359,"answerChars":359,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":158,"completionTokens":501,"totalTokens":659,"reasoningTokens":399,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756121-iFFDAZp0qYh8C4rB20r2","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal steamIDCache = setmetatable({}, {__mode = \"k\"})\n\nlocal function GetCachedSteamID(ply)\n local id = steamIDCache[ply]\n if not id then\n id = ply:SteamID()\n steamIDCache[ply] = id\n end\n return id\nend\n```\nReason: Caches SteamID per player using a weak-keyed table to avoid repeated native calls while preventing memory leaks.","model_patch":"```lua\nlocal steamIDCache = setmetatable({}, {__mode = \"k\"})\n\nlocal function GetCachedSteamID(ply)\n local id = steamIDCache[ply]\n if not id then\n id = ply:SteamID()\n steamIDCache[ply] = id\n end\n return id\nend\n```\nReason: Caches SteamID per player using a weak-keyed table to avoid repeated native calls while preventing memory leaks."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-count-hash.v1","fixtureId":"gmod.perf.table-count-hash.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3e9bbfc8452e05e3","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9394,"startedAt":"2026-07-11T07:49:00.059Z","completedAt":"2026-07-11T07:49:09.454Z","answerBytes":175,"answerChars":175,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":153,"completionTokens":481,"totalTokens":634,"reasoningTokens":436,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756132-F5OG8QB8IbXYTvEe5YEh","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal len = #arr\n```\nReason: The # length operator is the preferred, efficient, and idiomatic way to get the length of a sequential array-like table in Garry's Mod Lua.","model_patch":"```lua\nlocal len = #arr\n```\nReason: The # length operator is the preferred, efficient, and idiomatic way to get the length of a sequential array-like table in Garry's Mod Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-drawrect.v1","fixtureId":"gmod.perf.surface-drawrect.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"696e8de769d9ad0e","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":17508,"startedAt":"2026-07-11T07:48:56.861Z","completedAt":"2026-07-11T07:49:14.370Z","answerBytes":399,"answerChars":399,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":911,"totalTokens":1073,"reasoningTokens":794,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756129-isPbiQTgi64Zu3pahWeC","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"FastNonRoundedRects\", function()\n surface.SetDrawColor(255, 100, 0, 255)\n for i = 1, 150 do\n surface.DrawRect(i * 6, 100, 5, 30) -- directly draws filled rect, no rounding logic\n end\nend)\n```\nReason: surface.DrawRect is the lower-level primitive that avoids draw.RoundedBox's radius/corner branching, making it slightly faster for non-rounded rectangles.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"FastNonRoundedRects\", function()\n surface.SetDrawColor(255, 100, 0, 255)\n for i = 1, 150 do\n surface.DrawRect(i * 6, 100, 5, 30) -- directly draws filled rect, no rounding logic\n end\nend)\n```\nReason: surface.DrawRect is the lower-level primitive that avoids draw.RoundedBox's radius/corner branching, making it slightly faster for non-rounded rectangles."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-text.v1","fixtureId":"gmod.perf.surface-text.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"95d9fe4918ee4197","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":17207,"startedAt":"2026-07-11T07:48:58.621Z","completedAt":"2026-07-11T07:49:15.828Z","answerBytes":374,"answerChars":374,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":894,"totalTokens":1059,"reasoningTokens":796,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756131-EQBY7U4atxrethuqzS2J","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"FastText\", function()\n surface.SetFont(\"Default\")\n surface.SetTextColor(255, 255, 255, 255)\n surface.SetTextPos(10, 10)\n surface.DrawText(\"Single line\")\nend)\n```\nReason: surface.DrawText avoids the multi-line parsing and outline rendering overhead of draw.DrawText/SimpleTextOutlined, making it faster for single-line per-frame text.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"FastText\", function()\n surface.SetFont(\"Default\")\n surface.SetTextColor(255, 255, 255, 255)\n surface.SetTextPos(10, 10)\n surface.DrawText(\"Single line\")\nend)\n```\nReason: surface.DrawText avoids the multi-line parsing and outline rendering overhead of draw.DrawText/SimpleTextOutlined, making it faster for single-line per-frame text."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-empty.v1","fixtureId":"gmod.perf.table-empty.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3a6344977f5bd475","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14074,"startedAt":"2026-07-11T07:49:09.454Z","completedAt":"2026-07-11T07:49:23.528Z","answerBytes":176,"answerChars":176,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":654,"totalTokens":817,"reasoningTokens":612,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756142-29uWcEA1Rnn8MXxAv4rw","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nt = {}\n```\nReason: Reassigning to a new empty table avoids an O(n) iteration to nil out entries, making it generally faster than table.Empty for large sequential tables.","model_patch":"```lua\nt = {}\n```\nReason: Reassigning to a new empty table avoids an O(n) iteration to nil out entries, making it generally faster than table.Empty for large sequential tables."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-literal.v1","fixtureId":"gmod.perf.table-literal.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f95a8fc610d720ad","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13199,"startedAt":"2026-07-11T07:49:15.829Z","completedAt":"2026-07-11T07:49:29.028Z","answerBytes":177,"answerChars":177,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":690,"totalTokens":850,"reasoningTokens":647,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756148-Ab2FpAGodosJSBP8pVSD","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal t = { a = 1, b = 2 }\n```\nReason: Using the table constructor initializes fields in one step, avoiding separate assignments and being faster than assigning after {}.","model_patch":"```lua\nlocal t = { a = 1, b = 2 }\n```\nReason: Using the table constructor initializes fields in one step, avoiding separate assignments and being faster than assigning after {}."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-hasvalue.v1","fixtureId":"gmod.perf.table-hasvalue.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"7d064428a873fdfc","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain 0 through 0 candidate loops.","durationMs":16649,"startedAt":"2026-07-11T07:49:14.371Z","completedAt":"2026-07-11T07:49:31.020Z","answerBytes":274,"answerChars":274,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":159,"completionTokens":823,"totalTokens":982,"reasoningTokens":734,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756146-h2mh5w2DqqUUbT4cUZbH","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal list = { \"a\", \"b\", \"c\" }\nlocal set = {}\nfor _, v in ipairs(list) do set[v] = true end\n\nlocal exists = set[\"b\"] ~= nil -- O(1) lookup, faster than table.HasValue(list, \"b\")\n```\nReason: Key-based lookup is O(1) whereas table.HasValue performs an O(n) linear scan.","model_patch":"```lua\nlocal list = { \"a\", \"b\", \"c\" }\nlocal set = {}\nfor _, v in ipairs(list) do set[v] = true end\n\nlocal exists = set[\"b\"] ~= nil -- O(1) lookup, faster than table.HasValue(list, \"b\")\n```\nReason: Key-based lookup is O(1) whereas table.HasValue performs an O(n) linear scan."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-random.v1","fixtureId":"gmod.perf.table-random.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"f3e090701953d4a9","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11974,"startedAt":"2026-07-11T07:49:23.529Z","completedAt":"2026-07-11T07:49:35.503Z","answerBytes":228,"answerChars":228,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":611,"totalTokens":767,"reasoningTokens":562,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756156-0KNShgjzxVINl8ZJ6hFF","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal function seqRandom(t)\n return t[math.random(#t)]\nend\n```\nReason: Direct indexing with the length operator avoids pairs iteration and counting overhead used by table.Random, making it faster for sequential arrays.","model_patch":"```lua\nlocal function seqRandom(t)\n return t[math.random(#t)]\nend\n```\nReason: Direct indexing with the length operator avoids pairs iteration and counting overhead used by table.Random, making it faster for sequential arrays."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.ents-iterator.v1","fixtureId":"gmod.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"3990c92253db85bb","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":2432,"startedAt":"2026-07-11T07:49:35.504Z","completedAt":"2026-07-11T07:49:37.936Z","answerBytes":211,"answerChars":211,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":53,"totalTokens":218,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756168-lIvksRDBeeI8uCmTH1Ne","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n -- do something with ent\nend\n```\nReason: ents.FindByClass returns only entities of the given class, avoiding iterating all map entities first.","model_patch":"```lua\nfor _, ent in ipairs(ents.FindByClass(\"prop_physics\")) do\n -- do something with ent\nend\n```\nReason: ents.FindByClass returns only entities of the given class, avoiding iterating all map entities first."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.hook-add.v1","fixtureId":"gmod.hook-add.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"12d2222fdb7d6b90","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Registers a named hook with hook.Add.","durationMs":2075,"startedAt":"2026-07-11T07:49:37.937Z","completedAt":"2026-07-11T07:49:40.012Z","answerBytes":187,"answerChars":187,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":172,"completionTokens":49,"totalTokens":221,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756170-Orx3z1x6EThgt97dkxpt","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function()\n -- callback body\nend)\n```\nReason: Uses hook.Add to register an empty callback on the Think hook with the identifier MyAddon.Think.","model_patch":"```lua\nhook.Add(\"Think\", \"MyAddon.Think\", function()\n -- callback body\nend)\n```\nReason: Uses hook.Add to register an empty callback on the Think hook with the identifier MyAddon.Think."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.isvalid.v1","fixtureId":"gmod.isvalid.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"35527312e59dfc13","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Uses IsValid for entity/object validity.","durationMs":2334,"startedAt":"2026-07-11T07:49:40.013Z","completedAt":"2026-07-11T07:49:42.347Z","answerBytes":164,"answerChars":164,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":45,"totalTokens":213,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756172-Jm3GWKJ7X4fqJGp5E87A","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nif IsValid(ent) then\n -- safe to call methods on ent\nend\n```\nReason: IsValid checks that ent is a non-null entity that hasn't been removed or invalidated.","model_patch":"```lua\nif IsValid(ent) then\n -- safe to call methods on ent\nend\n```\nReason: IsValid checks that ent is a non-null entity that hasn't been removed or invalidated."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.player-iterator.v1","fixtureId":"gmod.player-iterator.v1","fixtureVersion":2,"rubricVersion":"4","promptHash":"fe3d7469535a0ca2","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"incorrect","detail":"Keeps pairs() rather than Iterator or a cached numeric for-loop.","durationMs":12860,"startedAt":"2026-07-11T07:49:31.021Z","completedAt":"2026-07-11T07:49:43.881Z","answerBytes":140,"answerChars":140,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":171,"completionTokens":590,"totalTokens":761,"reasoningTokens":553,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756163-adbUJ2J1Eoohzofsuhy7","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor _, ply in pairs(player.GetAll()) do\nend\n```\nReason: Uses player.GetAll() to obtain all connected players and iterates with pairs.","model_patch":"```lua\nfor _, ply in pairs(player.GetAll()) do\nend\n```\nReason: Uses player.GetAll() to obtain all connected players and iterates with pairs."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.x-times-x.v1","fixtureId":"gmod.perf.x-times-x.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"79d48008f6b5174f","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15736,"startedAt":"2026-07-11T07:49:29.029Z","completedAt":"2026-07-11T07:49:44.765Z","answerBytes":138,"answerChars":138,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":153,"completionTokens":845,"totalTokens":998,"reasoningTokens":799,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756161-T6i3pNZIrRdUPDue9zar","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, n do\n local sq = x * x\nend\n```\nReason: Direct multiplication x * x is faster than x^2 or math.pow in Lua tight loops.","model_patch":"```lua\nfor i = 1, n do\n local sq = x * x\nend\n```\nReason: Direct multiplication x * x is faster than x^2 or math.pow in Lua tight loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.net-receivers.v1","fixtureId":"gmod.net-receivers.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"24d54ee8366753a6","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":2656,"startedAt":"2026-07-11T07:49:42.347Z","completedAt":"2026-07-11T07:49:45.004Z","answerBytes":276,"answerChars":276,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":159,"completionTokens":67,"totalTokens":226,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756174-McBlcVYDFdv3RTC3SWJJ","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nutil.AddNetworkString(\"MyAddon.Sync\")\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\n -- handle incoming net message here\nend)\n```\nReason: util.AddNetworkString registers the net message name and net.Receive attaches the handler for incoming messages with that name.","model_patch":"```lua\nutil.AddNetworkString(\"MyAddon.Sync\")\nnet.Receive(\"MyAddon.Sync\", function(len, ply)\n -- handle incoming net message here\nend)\n```\nReason: util.AddNetworkString registers the net message name and net.Receive attaches the handler for incoming messages with that name."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.angle-zero.v1","fixtureId":"gmod.perf.angle-zero.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f6bc97bf98280d62","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"incorrect","detail":"Did not match a fixture answer pattern.","durationMs":2889,"startedAt":"2026-07-11T07:49:43.881Z","completedAt":"2026-07-11T07:49:46.770Z","answerBytes":211,"answerChars":211,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":54,"totalTokens":219,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756176-ugwBd5xRIppumY4c6faY","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal ZeroAngle = Angle(0, 0, 0)\n-- reuse ZeroAngle by copying when mutation is needed:\nlocal a = ZeroAngle\n```\nReason: Reusing a preallocated zero Angle avoids repeated constructor overhead in hot paths.","model_patch":"```lua\nlocal ZeroAngle = Angle(0, 0, 0)\n-- reuse ZeroAngle by copying when mutation is needed:\nlocal a = ZeroAngle\n```\nReason: Reusing a preallocated zero Angle avoids repeated constructor overhead in hot paths."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.config-var.v1","fixtureId":"gmod.perf.config-var.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"bcc4ff8eb162b699","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":2450,"startedAt":"2026-07-11T07:49:44.765Z","completedAt":"2026-07-11T07:49:47.216Z","answerBytes":183,"answerChars":183,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":49,"totalTokens":222,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756177-eSgBeCGVNr5kMWyMtclx","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal myaddon_color = Color(255, 0, 0)\nlocal read = myaddon_color\n```\nReason: A flat local variable avoids table lookups, making frequent reads faster than nested table access.","model_patch":"```lua\nlocal myaddon_color = Color(255, 0, 0)\nlocal read = myaddon_color\n```\nReason: A flat local variable avoids table lookups, making frequent reads faster than nested table access."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.darkrpvar.v1","fixtureId":"gmod.perf.darkrpvar.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"02a37daa699cded3","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":2241,"startedAt":"2026-07-11T07:49:45.004Z","completedAt":"2026-07-11T07:49:47.245Z","answerBytes":209,"answerChars":209,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":54,"totalTokens":219,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756177-8QAoLoOmeyEOSwchprAA","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal jobName = ply:getDarkRPVar(\"job\")\n```\nReason: DarkRP stores the job name in its own synchronized variable, so getDarkRPVar(\"job\") is the supported and reliable API instead of the generic NWString.","model_patch":"```lua\nlocal jobName = ply:getDarkRPVar(\"job\")\n```\nReason: DarkRP stores the job name in its own synchronized variable, so getDarkRPVar(\"job\") is the supported and reliable API instead of the generic NWString."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.disttosqr.v1","fixtureId":"gmod.perf.disttosqr.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a5772470c6859cdc","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":2829,"startedAt":"2026-07-11T07:49:46.771Z","completedAt":"2026-07-11T07:49:49.600Z","answerBytes":195,"answerChars":195,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":51,"totalTokens":214,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756179-rhnekmupdFJKarf7OBHG","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nif (vecA:DistToSqr(vecB) <= threshold * threshold) then\n -- within threshold\nend\n```\n\nReason: DistToSqr avoids the square root and is the preferred method for threshold distance checks.","model_patch":"```lua\nif (vecA:DistToSqr(vecB) <= threshold * threshold) then\n -- within threshold\nend\n```\n\nReason: DistToSqr avoids the square root and is the preferred method for threshold distance checks."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ents-iterator.v1","fixtureId":"gmod.perf.ents-iterator.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"306d3f1d05f28246","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":3279,"startedAt":"2026-07-11T07:49:47.217Z","completedAt":"2026-07-11T07:49:50.496Z","answerBytes":195,"answerChars":195,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":53,"totalTokens":209,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756180-LQ4NgyXJsdwwwT7wNcxk","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor _, ent in ipairs(ents.GetAll()) do\n -- do something with ent\nend\n```\n\nReason: ents.GetAll() with ipairs is the efficient wiki-recommended way to iterate all entities in Garry's Mod.","model_patch":"```lua\nfor _, ent in ipairs(ents.GetAll()) do\n -- do something with ent\nend\n```\n\nReason: ents.GetAll() with ipairs is the efficient wiki-recommended way to iterate all entities in Garry's Mod."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-ents-near.v1","fixtureId":"gmod.perf.find-ents-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"07c583fc3d9fe09f","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":4461,"startedAt":"2026-07-11T07:49:47.246Z","completedAt":"2026-07-11T07:49:51.707Z","answerBytes":230,"answerChars":230,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":176,"completionTokens":60,"totalTokens":236,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756181-XObfwV7CgoXEn12DfEXh","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal ply = Entity(1)\nlocal radius = 256\nlocal ents = ents.FindInSphere(ply:GetPos(), radius)\n```\nReason: ents.FindInSphere is a commonly benchmarked fast built-in spatial query alternative to FindInPVS for nearby entities.","model_patch":"```lua\nlocal ply = Entity(1)\nlocal radius = 256\nlocal ents = ents.FindInSphere(ply:GetPos(), radius)\n```\nReason: ents.FindInSphere is a commonly benchmarked fast built-in spatial query alternative to FindInPVS for nearby entities."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.find-players-near.v1","fixtureId":"gmod.perf.find-players-near.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d139ba2e8ee38a2f","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":9364,"startedAt":"2026-07-11T07:49:49.601Z","completedAt":"2026-07-11T07:49:58.966Z","answerBytes":407,"answerChars":407,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":120,"totalTokens":288,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756188-ML9wzhzad7oMNRZiPGJL","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal found = {}\nlocal pos = Vector(0,0,0)\nlocal radius = 512\nlocal radiusSq = radius * radius\nfor _, ply in ipairs(player.GetAll()) do\n if ply:GetPos():DistToSqr(pos) <= radiusSq then\n found[#found + 1] = ply\n end\nend\n```\nReason: Iterating player.GetAll() and using DistToSqr avoids entity-type filtering and square-root math, making it faster than ents.FindInSphere plus player checks.","model_patch":"```lua\nlocal found = {}\nlocal pos = Vector(0,0,0)\nlocal radius = 512\nlocal radiusSq = radius * radius\nfor _, ply in ipairs(player.GetAll()) do\n if ply:GetPos():DistToSqr(pos) <= radiusSq then\n found[#found + 1] = ply\n end\nend\n```\nReason: Iterating player.GetAll() and using DistToSqr avoids entity-type filtering and square-root math, making it faster than ents.FindInSphere plus player checks."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.for-vs-while.v1","fixtureId":"gmod.perf.for-vs-while.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b3401a190a8aecf0","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8771,"startedAt":"2026-07-11T07:49:50.497Z","completedAt":"2026-07-11T07:49:59.268Z","answerBytes":207,"answerChars":207,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":51,"totalTokens":212,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756189-FPCwYfYrdui0B5eGwrUK","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor i = 1, n do\n -- loop body\nend\n```\nReason: In Lua, numeric for loops are generally faster than while loops because the loop counter and limit are handled internally by the VM with less overhead.","model_patch":"```lua\nfor i = 1, n do\n -- loop body\nend\n```\nReason: In Lua, numeric for loops are generally faster than while loops because the loop counter and limit are handled internally by the VM with less overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hook-once.v1","fixtureId":"gmod.perf.hook-once.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ed1d3e09249fc8bb","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10079,"startedAt":"2026-07-11T07:49:51.707Z","completedAt":"2026-07-11T07:50:01.787Z","answerBytes":336,"answerChars":336,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":173,"completionTokens":85,"totalTokens":258,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756191-mqPboEJMR6wEi7hHsEPX","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\n-- Faster: call hook.Run once with the whole player table\nhook.Run(\"TickAllPlayers\", player.GetAll())\n\n-- Slower: loop and call hook.Run per player\nfor _, ply in ipairs(player.GetAll()) do\n hook.Run(\"TickPlayer\", ply)\nend\n```\nReason: A single hook.Run with all players avoids repeated hook lookup and call overhead per player.","model_patch":"```lua\n-- Faster: call hook.Run once with the whole player table\nhook.Run(\"TickAllPlayers\", player.GetAll())\n\n-- Slower: loop and call hook.Run per player\nfor _, ply in ipairs(player.GetAll()) do\n hook.Run(\"TickPlayer\", ply)\nend\n```\nReason: A single hook.Run with all players avoids repeated hook lookup and call overhead per player."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.hudpaint-cache.v1","fixtureId":"gmod.perf.hudpaint-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3def450f3158ceff","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4029,"startedAt":"2026-07-11T07:49:58.967Z","completedAt":"2026-07-11T07:50:02.997Z","answerBytes":380,"answerChars":380,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":169,"completionTokens":120,"totalTokens":289,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756192-iDveM6JJ9SNybRfsTGYM","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"FastHealthDraw\", function()\n local hp = LocalPlayer():Health()\n draw.SimpleText(\"HP: \" .. hp, \"Default\", 10, 10)\n draw.SimpleText(\"Half: \" .. (hp * 0.5), \"Default\", 10, 30)\n draw.SimpleText(\"Double: \" .. (hp * 2), \"Default\", 10, 50)\nend)\n```\nReason: Caching LocalPlayer():Health() in a local avoids three separate function calls per frame.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"FastHealthDraw\", function()\n local hp = LocalPlayer():Health()\n draw.SimpleText(\"HP: \" .. hp, \"Default\", 10, 10)\n draw.SimpleText(\"Half: \" .. (hp * 0.5), \"Default\", 10, 30)\n draw.SimpleText(\"Double: \" .. (hp * 2), \"Default\", 10, 50)\nend)\n```\nReason: Caching LocalPlayer():Health() in a local avoids three separate function calls per frame."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-color.v1","fixtureId":"gmod.perf.local-color.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"16a7bed1b931d467","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13012,"startedAt":"2026-07-11T07:49:59.268Z","completedAt":"2026-07-11T07:50:12.281Z","answerBytes":248,"answerChars":248,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":63,"totalTokens":223,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756202-VenSJskLpb6QCn4lWbFl","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal white = Color(255, 255, 255)\nhook.Add(\"HUDPaint\", \"Example\", function()\n surface.SetDrawColor(white)\n -- draw stuff\nend)\n```\n\nReason: Reusing a preallocated Color table avoids per-frame allocation and garbage collection overhead.","model_patch":"```lua\nlocal white = Color(255, 255, 255)\nhook.Add(\"HUDPaint\", \"Example\", function()\n surface.SetDrawColor(white)\n -- draw stuff\nend)\n```\n\nReason: Reusing a preallocated Color table avoids per-frame allocation and garbage collection overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.local-vs-global.v1","fixtureId":"gmod.perf.local-vs-global.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"c116d8c651190647","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14800,"startedAt":"2026-07-11T07:50:01.787Z","completedAt":"2026-07-11T07:50:16.587Z","answerBytes":160,"answerChars":160,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":159,"completionTokens":43,"totalTokens":202,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756207-NLJyikBSIFG7eqCa5UQu","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal sin = math.sin\n-- use sin(x) instead of math.sin(x) in the hot loop\n```\n\nReason: Localizing math.sin avoids repeated table lookups in the hot loop.","model_patch":"```lua\nlocal sin = math.sin\n-- use sin(x) instead of math.sin(x) in the hot loop\n```\n\nReason: Localizing math.sin avoids repeated table lookups in the hot loop."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.localplayer-cache.v1","fixtureId":"gmod.perf.localplayer-cache.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"7398105af47b079e","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":16434,"startedAt":"2026-07-11T07:50:02.997Z","completedAt":"2026-07-11T07:50:19.432Z","answerBytes":315,"answerChars":315,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":81,"totalTokens":244,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756208-tCNn7T2vTWlcEwhLeax2","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal ply = LocalPlayer()\nhook.Add(\"PlayerSpawn\", \"UpdateLocalPly\", function(p)\n if p == ply then ply = p end\nend)\n-- use 'ply' instead of calling LocalPlayer() repeatedly\n```\n\nReason: Caching the LocalPlayer reference in a local variable avoids repeated global/engine lookups and only updates on respawn.","model_patch":"```lua\nlocal ply = LocalPlayer()\nhook.Add(\"PlayerSpawn\", \"UpdateLocalPly\", function(p)\n if p == ply then ply = p end\nend)\n-- use 'ply' instead of calling LocalPlayer() repeatedly\n```\n\nReason: Caching the LocalPlayer reference in a local variable avoids repeated global/engine lookups and only updates on respawn."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.looking-at.v1","fixtureId":"gmod.perf.looking-at.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"20b22f678a4b08d7","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"partial","detail":"Matched a partial-answer pattern.","durationMs":14686,"startedAt":"2026-07-11T07:50:12.282Z","completedAt":"2026-07-11T07:50:26.968Z","answerBytes":315,"answerChars":315,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":177,"completionTokens":106,"totalTokens":283,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756216-qWlPc73xvr9ksfiUc4Ek","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal function lookingAtEachOther(p1, p2)\n local d = p2:GetPos() - p1:GetPos()\n local f1 = p1:GetAimVector()\n local f2 = p2:GetAimVector()\n return f1:Dot(d) > 0 and f2:Dot(-d) > 0\nend\n```\n\nReason: Dot product with direction vectors is cheaper than acos and checks if aims point toward each other.","model_patch":"```lua\nlocal function lookingAtEachOther(p1, p2)\n local d = p2:GetPos() - p1:GetPos()\n local f1 = p1:GetAimVector()\n local f2 = p2:GetAimVector()\n return f1:Dot(d) > 0 and f2:Dot(-d) > 0\nend\n```\n\nReason: Dot product with direction vectors is cheaper than acos and checks if aims point toward each other."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.meta-vs-arg.v1","fixtureId":"gmod.perf.meta-vs-arg.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"de332f7356830dfa","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14682,"startedAt":"2026-07-11T07:50:16.587Z","completedAt":"2026-07-11T07:50:31.270Z","answerBytes":199,"answerChars":199,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":42,"totalTokens":208,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756221-GLuOl77gmDhg1YsLNSLU","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nSomeHelper(ply)\n```\nReason: Direct function calls avoid the metatable lookup and method dispatch overhead of colon calls, so for a helper you control a plain function call is generally faster.","model_patch":"```lua\nSomeHelper(ply)\n```\nReason: Direct function calls avoid the metatable lookup and method dispatch overhead of colon calls, so for a helper you control a plain function call is generally faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.string-table-concat.v1","fixtureId":"gmod.perf.string-table-concat.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b0cf9e04ae7c5dd9","adapterId":"openrouter","model":"tencent/hy3:free@low","model_name_or_path":"tencent/hy3:free@low","attemptIndex":1,"status":"protocol_error","detail":"OpenRouter message content was empty or missing.","durationMs":96447,"startedAt":"2026-07-11T07:48:55.756Z","completedAt":"2026-07-11T07:50:32.204Z","answerBytes":null,"answerChars":null,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":8192,"totalTokens":8348,"reasoningTokens":8192,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756128-noTgZvkaQI1tCA4UCDoK","finishReason":"length","nativeFinishReason":"length","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":null,"model_patch":null} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.msg-vs-print.v1","fixtureId":"gmod.perf.msg-vs-print.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"6cbb4e4b2f19dd24","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":14383,"startedAt":"2026-07-11T07:50:19.432Z","completedAt":"2026-07-11T07:50:33.815Z","answerBytes":242,"answerChars":242,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":160,"completionTokens":53,"totalTokens":213,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756223-wlkyOt8rJvDnCgpPkppW","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\ndebug.getregistry().Console and debug.getregistry().Console(\"debug message\\n\") or Msg(\"debug message\\n\")\n```\nReason: Using Msg or a cached console reference avoids print's vararg and formatting overhead, making it faster for hot paths.","model_patch":"```lua\ndebug.getregistry().Console and debug.getregistry().Console(\"debug message\\n\") or Msg(\"debug message\\n\")\n```\nReason: Using Msg or a cached console reference avoids print's vararg and formatting overhead, making it faster for hot paths."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.pairs-ipairs-for.v1","fixtureId":"gmod.perf.pairs-ipairs-for.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"de5e4875fcf3e600","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11108,"startedAt":"2026-07-11T07:50:26.969Z","completedAt":"2026-07-11T07:50:38.077Z","answerBytes":201,"answerChars":201,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":167,"completionTokens":62,"totalTokens":229,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756228-rF1iDd2GIvpnjRK2l0Xu","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal t = {1,2,3,4,5}\nfor i=1,#t do\n local v = t[i]\nend\n```\nReason: Numeric for with #t is fastest because it avoids iterator function overhead of pairs/ipairs and directly indexes the array.","model_patch":"```lua\nlocal t = {1,2,3,4,5}\nfor i=1,#t do\n local v = t[i]\nend\n```\nReason: Numeric for with #t is fastest because it avoids iterator function overhead of pairs/ipairs and directly indexes the array."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.plain-lua-vs-fn.v1","fixtureId":"gmod.perf.plain-lua-vs-fn.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"ead0a98b3ff6a388","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":10003,"startedAt":"2026-07-11T07:50:31.271Z","completedAt":"2026-07-11T07:50:41.274Z","answerBytes":438,"answerChars":438,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":170,"completionTokens":114,"totalTokens":284,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756230-gkxJ7SiuoLky05IsyqOi","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal players = player.GetAll()\nlocal result = {}\nfor i = 1, #players do\n local p = players[i]\n if IsValid(p) and p:isDarkRPAdmin() then\n local name = p:Nick()\n if name and #name > 0 then\n result[#result + 1] = string.upper(name)\n end\n end\nend\n```\nReason: A single tight loop with early checks avoids fn's closure overhead and intermediate tables, making it faster than combinator chaining.","model_patch":"```lua\nlocal players = player.GetAll()\nlocal result = {}\nfor i = 1, #players do\n local p = players[i]\n if IsValid(p) and p:isDarkRPAdmin() then\n local name = p:Nick()\n if name and #name > 0 then\n result[#result + 1] = string.upper(name)\n end\n end\nend\n```\nReason: A single tight loop with early checks avoids fn's closure overhead and intermediate tables, making it faster than combinator chaining."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.player-cache-hooks.v1","fixtureId":"gmod.perf.player-cache-hooks.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"a834817afe9e6c25","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":11411,"startedAt":"2026-07-11T07:50:32.204Z","completedAt":"2026-07-11T07:50:43.616Z","answerBytes":556,"answerChars":556,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":180,"completionTokens":132,"totalTokens":312,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756232-SWVj5gkJxMUTCXGo6I0M","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal cachedPlayers = player.GetAll()\n\nhook.Add(\"PlayerConnect\", \"RefreshCachedPlayers\", function()\n cachedPlayers = player.GetAll()\nend)\n\nhook.Add(\"PlayerDisconnected\", \"RefreshCachedPlayers\", function()\n cachedPlayers = player.GetAll()\nend)\n\nhook.Add(\"Tick\", \"UseCachedPlayers\", function()\n for i = 1, #cachedPlayers do\n local ply = cachedPlayers[i]\n -- do per-player work here\n end\nend)\n```\n\nReason: Caching player.GetAll() and only updating on join/leave hooks avoids rebuilding the table every tick, reducing overhead.","model_patch":"```lua\nlocal cachedPlayers = player.GetAll()\n\nhook.Add(\"PlayerConnect\", \"RefreshCachedPlayers\", function()\n cachedPlayers = player.GetAll()\nend)\n\nhook.Add(\"PlayerDisconnected\", \"RefreshCachedPlayers\", function()\n cachedPlayers = player.GetAll()\nend)\n\nhook.Add(\"Tick\", \"UseCachedPlayers\", function()\n for i = 1, #cachedPlayers do\n local ply = cachedPlayers[i]\n -- do per-player work here\n end\nend)\n```\n\nReason: Caching player.GetAll() and only updating on join/leave hooks avoids rebuilding the table every tick, reducing overhead."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.ply-table-index.v1","fixtureId":"gmod.perf.ply-table-index.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f18cc80df8999147","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":12122,"startedAt":"2026-07-11T07:50:33.816Z","completedAt":"2026-07-11T07:50:45.938Z","answerBytes":381,"answerChars":381,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":164,"completionTokens":110,"totalTokens":274,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756234-P1yNOlGjEbVMeZz4Gphr","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal plyData = setmetatable({}, {__index = function(t, k) return {} end})\n\n-- write\nplyData[ply] = plyData[ply] or {}\nplyData[ply].someField = value\n\n-- read (fast, no metatable lookup on ply)\nlocal field = plyData[ply].someField\n```\nReason: Using a local table keyed by player avoids per-entity metatable/field lookups on the Entity userdata, making frequent reads faster.","model_patch":"```lua\nlocal plyData = setmetatable({}, {__index = function(t, k) return {} end})\n\n-- write\nplyData[ply] = plyData[ply] or {}\nplyData[ply].someField = value\n\n-- read (fast, no metatable lookup on ply)\nlocal field = plyData[ply].someField\n```\nReason: Using a local table keyed by player avoids per-entity metatable/field lookups on the Entity userdata, making frequent reads faster."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.seq-tables.v1","fixtureId":"gmod.perf.seq-tables.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4778b0220c3f91a3","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8360,"startedAt":"2026-07-11T07:50:38.078Z","completedAt":"2026-07-11T07:50:46.438Z","answerBytes":260,"answerChars":260,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":77,"totalTokens":243,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756236-l3nwyGxcXqkA8YRpDGiB","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal arr = { \"a\", \"b\", \"c\", \"d\" }\nfor i = 1, #arr do\n local v = arr[i]\n -- do work with v\nend\n```\n\nReason: Sequential numeric arrays with ipairs-style or count-based loops avoid hash lookups and are faster than iterating string-keyed maps in Lua.","model_patch":"```lua\nlocal arr = { \"a\", \"b\", \"c\", \"d\" }\nfor i = 1, #arr do\n local v = arr[i]\n -- do work with v\nend\n```\n\nReason: Sequential numeric arrays with ipairs-style or count-based loops avoid hash lookups and are faster than iterating string-keyed maps in Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.setdrawcolor-split.v1","fixtureId":"gmod.perf.setdrawcolor-split.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"d110fde8a37bbe59","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":5794,"startedAt":"2026-07-11T07:50:41.274Z","completedAt":"2026-07-11T07:50:47.069Z","answerBytes":145,"answerChars":145,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":35,"totalTokens":201,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756237-Pcn3XvcId9o6g8x4beGQ","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nsurface.SetDrawColor(255, 0, 0)\n```\nReason: Passing separate numbers avoids Color object allocation and method overhead in hot draw loops.","model_patch":"```lua\nsurface.SetDrawColor(255, 0, 0)\n```\nReason: Passing separate numbers avoids Color object allocation and method overhead in hot draw loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.sqlite-vs-mysql.v1","fixtureId":"gmod.perf.sqlite-vs-mysql.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"4a3f5d2a20d71ac9","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":3754,"startedAt":"2026-07-11T07:50:43.617Z","completedAt":"2026-07-11T07:50:47.371Z","answerBytes":235,"answerChars":235,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":183,"completionTokens":56,"totalTokens":239,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756237-GmNrQq8Jc1RvbGrSk78Z","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal db = sql.Query(\"SELECT score FROM player_data WHERE steamid = \" .. sql.SQLStr(ply:SteamID()))\n```\n\nReason: Local SQLite avoids network round-trips so reads/writes have lower latency than remote MySQL for single-server use.","model_patch":"```lua\nlocal db = sql.Query(\"SELECT score FROM player_data WHERE steamid = \" .. sql.SQLStr(ply:SteamID()))\n```\n\nReason: Local SQLite avoids network round-trips so reads/writes have lower latency than remote MySQL for single-server use."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.steamid-cache.v1","fixtureId":"gmod.perf.steamid-cache.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"e8a94aa454154982","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4688,"startedAt":"2026-07-11T07:50:45.939Z","completedAt":"2026-07-11T07:50:50.627Z","answerBytes":368,"answerChars":368,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":161,"completionTokens":103,"totalTokens":264,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756239-fSGrI5KLbU6nuSjopmdg","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal steamIDCache = setmetatable({}, {__mode = \"k\"})\n\nlocal function GetCachedSteamID(ply)\n local id = steamIDCache[ply]\n if not id then\n id = ply:SteamID()\n steamIDCache[ply] = id\n end\n return id\nend\n```\nReason: Caches SteamID per player in a weak-keyed table to avoid repeated native calls while allowing GC of disconnected players.","model_patch":"```lua\nlocal steamIDCache = setmetatable({}, {__mode = \"k\"})\n\nlocal function GetCachedSteamID(ply)\n local id = steamIDCache[ply]\n if not id then\n id = ply:SteamID()\n steamIDCache[ply] = id\n end\n return id\nend\n```\nReason: Caches SteamID per player in a weak-keyed table to avoid repeated native calls while allowing GC of disconnected players."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-drawrect.v1","fixtureId":"gmod.perf.surface-drawrect.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"696e8de769d9ad0e","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4952,"startedAt":"2026-07-11T07:50:47.070Z","completedAt":"2026-07-11T07:50:52.022Z","answerBytes":194,"answerChars":194,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":165,"completionTokens":50,"totalTokens":215,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756241-6f2kNEjy8YHSAM8vEF93","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nsurface.DrawRect(x, y, w, h)\n```\nReason: surface.DrawRect skips the rounding math and path building that draw.RoundedBox(0,...) does, making it slightly faster for non-rounded rectangles.","model_patch":"```lua\nsurface.DrawRect(x, y, w, h)\n```\nReason: surface.DrawRect skips the rounding math and path building that draw.RoundedBox(0,...) does, making it slightly faster for non-rounded rectangles."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.surface-text.v1","fixtureId":"gmod.perf.surface-text.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"95d9fe4918ee4197","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"incorrect","detail":"Matched an incorrect-answer pattern.","durationMs":11250,"startedAt":"2026-07-11T07:50:47.372Z","completedAt":"2026-07-11T07:50:58.622Z","answerBytes":344,"answerChars":344,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":168,"completionTokens":98,"totalTokens":266,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756248-W7gJeeMH8y1LqFz14Wwd","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nhook.Add(\"HUDPaint\", \"FastText\", function()\n draw.SimpleTextOutlined(\"Hello\", \"DermaDefault\", 100, 100, Color(255,255,255), TEXT_ALIGN_LEFT, TEXT_ALIGN_TOP, 1, Color(0,0,0))\nend)\n```\nReason: draw.SimpleTextOutlined batches text drawing internally and avoids per-call font/color state setup overhead compared to manual surface.* calls.","model_patch":"```lua\nhook.Add(\"HUDPaint\", \"FastText\", function()\n draw.SimpleTextOutlined(\"Hello\", \"DermaDefault\", 100, 100, Color(255,255,255), TEXT_ALIGN_LEFT, TEXT_ALIGN_TOP, 1, Color(0,0,0))\nend)\n```\nReason: draw.SimpleTextOutlined batches text drawing internally and avoids per-call font/color state setup overhead compared to manual surface.* calls."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-count-hash.v1","fixtureId":"gmod.perf.table-count-hash.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3e9bbfc8452e05e3","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8218,"startedAt":"2026-07-11T07:50:50.628Z","completedAt":"2026-07-11T07:50:58.846Z","answerBytes":156,"answerChars":156,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":39,"totalTokens":195,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756249-2Jxl6aJdRUhcsC5qE0hH","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal len = #mytable\n```\n\nReason: The length operator # is the idiomatic and efficient way to get the length of a sequential array-like table in Lua.","model_patch":"```lua\nlocal len = #mytable\n```\n\nReason: The length operator # is the idiomatic and efficient way to get the length of a sequential array-like table in Lua."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-empty.v1","fixtureId":"gmod.perf.table-empty.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"3a6344977f5bd475","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":8905,"startedAt":"2026-07-11T07:50:52.023Z","completedAt":"2026-07-11T07:51:00.928Z","answerBytes":172,"answerChars":172,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":166,"completionTokens":38,"totalTokens":204,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756251-Y6T7orF9SjKD2SpNqcPr","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nt = {}\n```\n\nReason: Reassigning to a new empty table is faster than clearing all elements in-place because it avoids iterating over and nil-ing every existing index.","model_patch":"```lua\nt = {}\n```\n\nReason: Reassigning to a new empty table is faster than clearing all elements in-place because it avoids iterating over and nil-ing every existing index."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.string-table-concat.v1","fixtureId":"gmod.perf.string-table-concat.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"b0cf9e04ae7c5dd9","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"protocol_error","detail":"Answer must contain exactly one fenced code block followed by a reason.","durationMs":15448,"startedAt":"2026-07-11T07:50:46.439Z","completedAt":"2026-07-11T07:51:01.887Z","answerBytes":1024,"answerChars":1024,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":159,"completionTokens":1024,"totalTokens":1183,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756240-JKNKxoIc2qDeqtY9zVU5","finishReason":"length","nativeFinishReason":"length","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!","model_patch":"!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!"} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-hasvalue.v1","fixtureId":"gmod.perf.table-hasvalue.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"7d064428a873fdfc","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":4750,"startedAt":"2026-07-11T07:50:58.622Z","completedAt":"2026-07-11T07:51:03.373Z","answerBytes":229,"answerChars":229,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":162,"completionTokens":68,"totalTokens":230,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756252-q3PxXPmFt2Jr63UxGnRI","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal set = { [\"value1\"] = true, [\"value2\"] = true }\nif set[\"value1\"] then\n -- exists\nend\n```\nReason: Using a hash table with boolean values allows O(1) lookups, unlike table.HasValue which does a slow O(n) linear scan.","model_patch":"```lua\nlocal set = { [\"value1\"] = true, [\"value2\"] = true }\nif set[\"value1\"] then\n -- exists\nend\n```\nReason: Using a hash table with boolean values allows O(1) lookups, unlike table.HasValue which does a slow O(n) linear scan."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-literal.v1","fixtureId":"gmod.perf.table-literal.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"f95a8fc610d720ad","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":13042,"startedAt":"2026-07-11T07:50:58.847Z","completedAt":"2026-07-11T07:51:11.888Z","answerBytes":160,"answerChars":160,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":163,"completionTokens":46,"totalTokens":209,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756262-OFjNCgeeaz9PCrssiIXo","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal t = {x = 1, y = 2, z = 3}\n```\n\nReason: Using the table constructor avoids extra key assignments and is faster since the table is built in one step.","model_patch":"```lua\nlocal t = {x = 1, y = 2, z = 3}\n```\n\nReason: Using the table constructor avoids extra key assignments and is faster since the table is built in one step."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.table-random.v1","fixtureId":"gmod.perf.table-random.v1","fixtureVersion":1,"rubricVersion":"2","promptHash":"f3e090701953d4a9","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15789,"startedAt":"2026-07-11T07:51:00.929Z","completedAt":"2026-07-11T07:51:16.718Z","answerBytes":229,"answerChars":229,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":159,"completionTokens":49,"totalTokens":208,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756267-jrAaCBCmWcNfOllZscMf","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal function fastRandom(t)\n return t[math.random(#t)]\nend\n```\n\nReason: Using math.random with the table length directly avoids table.Random's generic iteration and extra checks, making it faster for sequential tables.","model_patch":"```lua\nlocal function fastRandom(t)\n return t[math.random(#t)]\nend\n```\n\nReason: Using math.random with the table length directly avoids table.Random's generic iteration and extra checks, making it faster for sequential tables."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.perf.x-times-x.v1","fixtureId":"gmod.perf.x-times-x.v1","fixtureVersion":1,"rubricVersion":"1","promptHash":"79d48008f6b5174f","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"pass","detail":"Matched a pass pattern.","durationMs":15881,"startedAt":"2026-07-11T07:51:01.887Z","completedAt":"2026-07-11T07:51:17.768Z","answerBytes":107,"answerChars":107,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":156,"completionTokens":30,"totalTokens":186,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756268-peaSWaiOAc58lUXS57My","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nlocal y = x * x\n```\n\nReason: Multiplication is faster and simpler than math.pow(x,2) in tight loops.","model_patch":"```lua\nlocal y = x * x\n```\n\nReason: Multiplication is faster and simpler than math.pow(x,2) in tight loops."} {"runId":"59029ed6-30eb-4d96-ad76-21deda2a06fa","instance_id":"gmod.player-iterator.v1","fixtureId":"gmod.player-iterator.v1","fixtureVersion":2,"rubricVersion":"4","promptHash":"fe3d7469535a0ca2","adapterId":"openrouter","model":"tencent/hy3:free@none","model_name_or_path":"tencent/hy3:free@none","attemptIndex":1,"status":"partial","detail":"Uses ipairs but still allocates via player.GetAll() each time.","durationMs":22689,"startedAt":"2026-07-11T07:51:03.373Z","completedAt":"2026-07-11T07:51:26.062Z","answerBytes":214,"answerChars":214,"httpStatus":200,"httpAttempts":1,"exitCode":null,"usage":{"promptTokens":174,"completionTokens":53,"totalTokens":227,"reasoningTokens":0,"cachedTokens":0,"cacheWriteTokens":0,"audioTokens":0,"cost":0,"upstreamInferenceCost":0,"generationId":"gen-1783756276-n8UTuVnwf3BzJSG6RwNj","finishReason":"stop","nativeFinishReason":"stop","providerModel":"tencent/hy3-20260706:free","source":"provider"},"finalResponse":"```lua\nfor _, ply in ipairs(player.GetAll()) do\n -- ply is the current connected player\nend\n```\n\nReason: Using ipairs with player.GetAll() cleanly iterates each connected player in order without needing the key.","model_patch":"```lua\nfor _, ply in ipairs(player.GetAll()) do\n -- ply is the current connected player\nend\n```\n\nReason: Using ipairs with player.GetAll() cleanly iterates each connected player in order without needing the key."}