GPU TASK Valid result
Code Embedding Fine-tuning
DeepSeek V4.1 Flash 1017 · Codex · 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"
}Select this tab to browse the saved files.
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