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

#226

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "118",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#227

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:44698,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 119
Wall time 11.0 seconds
Output:

#228

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "119",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 11.0 seconds
Output:

#229

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:44698,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 120
Wall time 11.0 seconds
Output:

#230

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "120",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script running with cell ID 120
Wall time 11.0 seconds
Output:

#231

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "120",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#232

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:44698,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 121
Wall time 11.0 seconds
Output:

#233

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "121",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 7.4 seconds
Output:

#234

narration

The breadth arm is saturating the model but remains structurally efficient: five actual LLM nodes, one free executor, one free audit, and no redundant inactive edge. I’ll retain it only if the added proposal produces a real accuracy gain; equal accuracy goes to the four-call graph.

#235

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:44698,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 122
Wall time 11.0 seconds
Output:

#236

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "122",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 7.2 seconds
Output:

#237

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:44698,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 123
Wall time 11.0 seconds
Output:

#238

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "123",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 9.5 seconds
Output:

#239

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:44698,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 124
Wall time 11.0 seconds
Output:

#240

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "124",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 7.3 seconds
Output:

#241

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"} 28.0
vllm:num_requests_waiting{engine="0",model_name="node-1b"} 0.0
vllm:generation_tokens_total{engine="0",model_name="node-1b"} 3.65914e+06
3416

#242

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:44698,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 126
Wall time 11.0 seconds
Output:

#243

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "126",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 10.0 seconds
Output:

#244

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:44698,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 127
Wall time 11.0 seconds
Output:

#245

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "127",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 8.0 seconds
Output:

#246

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:44698,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 128
Wall time 11.0 seconds
Output:

#247

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "128",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script running with cell ID 128
Wall time 11.0 seconds
Output:

#248

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "128",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#249

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:44698,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 129
Wall time 11.0 seconds
Output:

#250

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "129",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 6.9 seconds
Output: