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

#326

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"} 3.0
vllm:num_requests_waiting{engine="0",model_name="node-1b"} 0.0
vllm:generation_tokens_total{engine="0",model_name="node-1b"} 5.256596e+06
1944

#327

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 169
Wall time 11.0 seconds
Output:

#328

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "169",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output:
{
 "accuracy_pct": 40.0,
 "n": 15,
 "correct": 6,
 "budget_violations": 0,
 "avg_calls": 4.0,
 "avg_completion_tokens": 45042.7
}

#329

narration

The repeat exposed substantial sampling variance: 6/15 after 9/15, with the same 4-call structure. I’m not treating the lucky 60% pass as definitive. One final comparison will test the extraction-safe four-call cascade again with the corrected answer-first prompts; it previously scored 8/15, and a second stable result would justify freezing it over the higher-variance parallel graph.

#330

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python3 - <<'PY'\\nimport sys,json\\nsys.path.insert(0,'/app/methods/main')\\nfrom optimize import cascade_four\\nfrom swarm import evaluate,load_problems\\nprint(json.dumps(evaluate(cascade_four(),load_problems('/app/data/val.jsonl')),indent=1))\\nPY\",\"workdir\":\"/app\",\"yield_time_ms\":1000,\"max_output_tokens\":5000,\"tty\":true});\ntext(r.output);\nif (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=33470

#331

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:33470,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 171
Wall time 11.0 seconds
Output:

#332

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "171",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 3.9 seconds
Output:

#333

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:33470,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 172
Wall time 11.0 seconds
Output:

#334

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "172",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 2.7 seconds
Output:

#335

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:33470,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 173
Wall time 11.0 seconds
Output:

#336

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "173",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script running with cell ID 173
Wall time 11.0 seconds
Output:

#337

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "173",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#338

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:33470,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 174
Wall time 11.0 seconds
Output:

#339

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "174",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script running with cell ID 174
Wall time 11.0 seconds
Output:

#340

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "174",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#341

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:33470,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 175
Wall time 11.0 seconds
Output:

#342

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "175",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 9.6 seconds
Output:

#343

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:33470,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 176
Wall time 11.0 seconds
Output:

#344

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "176",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 7.8 seconds
Output:

#345

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:33470,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 177
Wall time 11.0 seconds
Output:

#346

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "177",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 2.9 seconds
Output:

#347

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"} 10.0
vllm:num_requests_waiting{engine="0",model_name="node-1b"} 0.0
vllm:generation_tokens_total{engine="0",model_name="node-1b"} 5.624766e+06
1604

#348

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:33470,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 179
Wall time 11.0 seconds
Output:

#349

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "179",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script running with cell ID 179
Wall time 11.0 seconds
Output:

#350

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "179",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output: