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GPU TASK Valid result

Code Reranker Fine-tuning

GPT-6 Luna · Codex (v0.164.0) · reasoning effort max

Task score (%)40.9
Input Tokens13,884,690including 13,725,215 cached
Output Tokens91,089
Agent time3h 7min
Cost$0.20
Recorded steps143

Cost is estimated from recorded agent tokens at official API rates in USD (2026-11-01; DeepSeek off-peak pricing).

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Coding time & token usage
Original agent completion
normal
Coding started
2026-10-24T18:04:06.120162Z
Coding finished
2026-10-24T21:11:06.512627Z
Input (includes cache)
13,884,690
Cached input (subset)
13,725,215
Cache writes (subset)
159,055
Output
91,089
Reasoning (reported separately; not added)
66,067
Recorded responses
140

Input includes cached input; output is counted once. Auxiliary reasoning counts are shown as recorded. Regrading does not repeat coding usage.

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Configuration

Evaluation settings summary
{
  "agent": "Codex",
  "agent_timeout_sec": 21600.0,
  "coding_commit": null,
  "effort": "max",
  "model": "openai/gpt-6-luna",
  "provider": "OpenRouter",
  "resources": {
    "cpus": 8,
    "gpus": 1,
    "memory_mb": 32768,
    "storage_mb": 102400
  },
  "run_mode": "official_harbor_full",
  "task_commit": "bb34e915be5c2b2948146c2d7862cb58652d6300",
  "verifier_commit": "bc2ef55cf5bc4e5133c32816a7874368192a2f1e",
  "version": "0.164.0"
}

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Resolved configuration

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Trial log

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Exceptions

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Trajectory downloads & provenance

Public text redacts private values and normalizes host paths. Source hashes identify the original records.

Trial ID
code-reranker-finetuning-gpt-6-luna-max-ef96da1ac661
Source trajectory SHA-256
0ca97bd191fe6317faf5cd57e414d23806f639f7037512cfb097259685edccf6
Final reward SHA-256
283b698697cc9dcf4258cb788edf753fd18cb3a3c98ef2d4559c94ace2906a6d