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

#76

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:45000,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 45
Wall time 11.0 seconds
Output:

#77

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "45",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 10.6 seconds
Output:

#78

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:45000,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 46
Wall time 11.0 seconds
Output:

#79

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "46",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 10.1 seconds
Output:

#80

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:45000,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 47
Wall time 11.0 seconds
Output:

#81

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "47",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script running with cell ID 47
Wall time 11.0 seconds
Output:

#82

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "47",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#83

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"nvidia-smi --query-gpu=utilization.gpu,memory.used --format=csv,noheader\\ncurl -s http://127.0.0.1:8000/metrics | rg 'vllm:(num_requests_running|num_requests_waiting|generation_tokens_total)' | head -10\\ncat /workspace/.timer/remaining_secs\",\"workdir\":\"/app\",\"yield_time_ms\":10000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.2 seconds
Output:
88 %, 73925 MiB
# HELP vllm:num_requests_running Number of requests in model execution batches.
# TYPE vllm:num_requests_running gauge
vllm:num_requests_running{engine="0",model_name="node-1b"} 18.0
# HELP vllm:num_requests_waiting Number of requests waiting to be processed.
# TYPE vllm:num_requests_waiting gauge
vllm:num_requests_waiting{engine="0",model_name="node-1b"} 0.0
# HELP vllm:generation_tokens_total Number of generation tokens processed.
# TYPE vllm:generation_tokens_total counter
vllm:generation_tokens_total{engine="0",model_name="node-1b"} 886588.0
5959

#84

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:45000,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 49
Wall time 11.0 seconds
Output:

#85

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "49",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 6.6 seconds
Output:

#86

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:45000,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 50
Wall time 11.0 seconds
Output:

#87

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "50",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script running with cell ID 50
Wall time 11.0 seconds
Output:

#88

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "50",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#89

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|num_requests_waiting|generation_tokens_total)' | tail -6\\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:
# HELP vllm:num_requests_waiting Number of requests waiting to be processed.
# TYPE vllm:num_requests_waiting gauge
vllm:num_requests_waiting{engine="0",model_name="node-1b"} 0.0
# HELP vllm:generation_tokens_total Number of generation tokens processed.
# TYPE vllm:generation_tokens_total counter
vllm:generation_tokens_total{engine="0",model_name="node-1b"} 1.017164e+06
5859

#90

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:45000,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 52
Wall time 11.0 seconds
Output:

#91

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "52",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script running with cell ID 52
Wall time 11.0 seconds
Output:

#92

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "52",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#93

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:45000,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 53
Wall time 11.0 seconds
Output:

#94

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "53",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script running with cell ID 53
Wall time 11.0 seconds
Output:

#95

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "53",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#96

narration

The first four-call pass is still compute-bound because several hard problems consume the model’s full reasoning allowance. That itself is informative: the next candidate will keep deep reasoning in upstream solvers but use Qwen’s non-thinking mode for the final routing decision, reducing truncation/refusal risk without reducing the number of substantive solver calls.

#97

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:45000,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 54
Wall time 11.0 seconds
Output:

#98

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "54",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 7.5 seconds
Output:

#99

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:45000,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 55
Wall time 11.0 seconds
Output:

#100

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "55",
  "yield_time_ms": 10000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 7.3 seconds
Output: