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GPU TASK Valid result

Code Embedding Fine-tuning

DeepSeek V4.1 Flash 1017 · Codex (v0.164.0) · reasoning effort max

Task score (%)17.0
Input Tokens74,271,355including 72,477,442 cached
Output Tokens235,389
Agent time4h 58min
Cost$0.63
Recorded steps467

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
2026-10-28T11:32:20.594128Z
Coding finished
2026-10-28T16:30:43.189254Z
Input (includes cache)
74,271,355
Cached input (subset)
72,477,442
Cache writes (subset)
0
Output
235,389
Reasoning (reported separately; not added)
136,528
Recorded responses
464

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": null,
  "coding_commit": null,
  "effort": "max",
  "model": "deepseek/deepseek-v4.1-flash-1017",
  "provider": "OpenRouter",
  "resources": null,
  "run_mode": "official_harbor_full",
  "task_commit": "1d73c6f9c4a90ba922b7572d9395a6f40661bbb2",
  "verifier_commit": "1d73c6f9c4a90ba922b7572d9395a6f40661bbb2",
  "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-embedding-finetuning-deepseek-v4.1-flash-1017-max-695008502793
Source trajectory SHA-256
7871e515c4f603a907b8665e8ebc1faebd3ceae59ed9f00574a4319f9ae661e5
Final reward SHA-256
658d3509fb7713086320abc78a74d0ddefdf0e4e1cfd28a72070e900b5242c19