agent-swarm-optimization

gpt-5.6-sol

agent-swarm-optimization — graded by the task's verifier against a measured baseline.

backend: modal
variant: codex azure_ai/gpt-5.6-sol
metric: sealed AIME avg accuracy
actions: 345
duration: 2h 57m
recorded: 2026-08-05

run idswarm-aime-optimization__R6Lb9Ae

Everything gpt-5.6-sol did on this task, in order.

download JSON ↗

codexgpt-5.6-sol368 turns23 narration345 reasoning345 action345 observation1 final

#301

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "156",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 7.5 seconds
Output:

#302

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:88724,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 157
Wall time 11.0 seconds
Output:

#303

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "157",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 8.2 seconds
Output:

#304

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:88724,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 158
Wall time 11.0 seconds
Output:

#305

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "158",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 5.1 seconds
Output:

#306

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:88724,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 159
Wall time 11.0 seconds
Output:

#307

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "159",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 4.8 seconds
Output:

#308

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:88724,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 160
Wall time 11.0 seconds
Output:

#309

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "160",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 7.1 seconds
Output:

#310

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:88724,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 161
Wall time 11.0 seconds
Output:

#311

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "161",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 6.6 seconds
Output:

#312

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"curl -s http://127.0.0.1:8000/metrics | rg '^vllm:num_requests_(running|waiting)|^vllm:generation_tokens_total'\\ncat /workspace/.timer/remaining_secs\",\"workdir\":\"/app\",\"yield_time_ms\":10000,\"max_output_tokens\":2000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.1 seconds
Output:
vllm:num_requests_running{engine="0",model_name="node-1b"} 17.0
vllm:num_requests_waiting{engine="0",model_name="node-1b"} 0.0
vllm:generation_tokens_total{engine="0",model_name="node-1b"} 5.077995e+06
2175

#313

narration

Static audit passes: the optimizer reconstructs the frozen graph exactly; all 6 nodes are active, 4 are real LLM calls, there are 13 active edges, the longest prompt is 546 characters, and total prompt text is 1,908 characters. The repeat run is still in progress.

#314

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:88724,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 163
Wall time 11.0 seconds
Output:

#315

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "163",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 1.1 seconds
Output:

#316

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:88724,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 164
Wall time 11.0 seconds
Output:

#317

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "164",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 7.6 seconds
Output:

#318

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:88724,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 165
Wall time 11.0 seconds
Output:

#319

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "165",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script running with cell ID 165
Wall time 11.0 seconds
Output:

#320

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "165",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#321

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:88724,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 166
Wall time 11.0 seconds
Output:

#322

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "166",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script running with cell ID 166
Wall time 11.0 seconds
Output:

#323

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "166",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#324

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:88724,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 167
Wall time 11.0 seconds
Output:

#325

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "167",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 6.3 seconds
Output: