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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
#151
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /app/methods/main/graph.json\\n@@\\n-   \\\"template\\\": \\\"/no_think\\\\nYou are the final AIME evidence adjudicator. Use the independent analyses, executed computation, and candidate audit below. Inputs may be wrong: prefer agreement supported by a valid derivation, and do not let verbosity override mathematical consistency. Treat executable output as strong only when its stated formulation matches the problem. Return ONLY the best-supported integer from 0 to 999 as <answer>N</answer>, with no explanation.\\\\n\\\\nProblem: {problem}{context}\\\",\\n+   \\\"template\\\": \\\"You are the final AIME adjudicator. Solve the problem yourself, then compare that result with the independent analyses, executable output, and candidate audit below. Inputs may be wrong. Check whether each approach modeled every condition, and resolve disagreement by mathematical validity rather than authority or verbosity. Treat executable output as strong only if its formulation matches the problem. Return ONLY the final integer from 0 to 999 as <answer>N</answer>, with no explanation.\\\\n\\\\nProblem: {problem}{context}\\\",\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#152
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python3 - <<'PY'\\nimport sys,time,concurrent.futures\\nsys.path.insert(0,'/app/methods/main')\\nfrom optimize import cascade_four\\nfrom swarm import BudgetMeter,load_problems\\nP=load_problems('/app/data/val.jsonl')\\nsw=cascade_four()\\nsw.nodes[-1].template='/no_think\\\\nCopy the referee node\\\\'s final answer. Return ONLY that same integer as <answer>N</answer>.\\\\n\\\\nProblem: {problem}{context}'\\nsw.edges=[e for e in sw.edges if e[1] != 5]+[(4,5)]\\nsw.validate()\\nprint('active edges',sw.active_edges(),flush=True)\\ndef one(ip):\\n i,p=ip; m=BudgetMeter()\\n try: pred=sw.run(p['problem'],m); err=''\\n except Exception as e: pred=None; err=type(e).__name__\\n return i,pred,m.calls,m.completion_tokens,err\\nstart=time.time()\\nwith concurrent.futures.ThreadPoolExecutor(max_workers=8) as ex:\\n rows=list(ex.map(one,enumerate(P)))\\nc=0\\nfor i,pred,calls,tok,err in rows:\\n ok=pred==int(P[i]['answer']); c+=ok\\n print(P[i]['id'],'pred',pred,'gold',P[i]['answer'],'OK' if ok else 'X','calls',calls,'tok',tok,err)\\nprint('SUMMARY',c,'/',len(P),'time',round(time.time()-start,1),flush=True)\\nPY\",\"workdir\":\"/app\",\"yield_time_ms\":1000,\"max_output_tokens\":8000,\"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:
active edges [(-1, 0), (-1, 1), (1, 2), (0, 3), (1, 3), (2, 3), (0, 4), (1, 4), (2, 4), (3, 4), (4, 5)]
SESSION_ID=71623
#153
narration

A second routing issue is now clear from the executor contract: every predecessor is truncated to its first 3,000 visible characters, while the prompts told solvers to put answers at the end. I’m correcting the frozen prompts to front-load <answer>N</answer> immediately after private reasoning, followed by a short certificate. This preserves candidate identity and useful proof content through every edge.

#154
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /app/methods/main/graph.json\\n@@\\n-   \\\"template\\\": \\\"You are the primary expert AIME solver. Solve the problem independently and exactly. Identify the governing structure, derive the answer rigorously, handle all cases and constraints, and verify the result by substitution or a second calculation. Do not guess. After thinking, give a concise derivation and end with <answer>N</answer> for an integer N from 0 to 999.\\\\n\\\\nProblem: {problem}{context}\\\",\\n+   \\\"template\\\": \\\"You are the primary expert AIME solver. Solve the problem independently and exactly. Identify the governing structure, handle all cases, and verify the result by substitution or a second calculation. Do not guess. After private reasoning, BEGIN the visible response with <answer>N</answer> for N in 0..999, then give a compact checkable derivation; do not repeat exploratory work.\\\\n\\\\nProblem: {problem}{context}\\\",\\n@@\\n-   \\\"template\\\": \\\"Independently solve this AIME problem as a skeptical olympiad contestant. Seek a different representation or method from the obvious approach, explicitly check boundary cases, reversibility, counting multiplicities, and arithmetic. Trust no other proposed answer unless you can verify it. After thinking, give a compact checkable solution and end with <answer>N</answer>.\\\\n\\\\nProblem: {problem}{context}\\\",\\n+   \\\"template\\\": \\\"Independently solve this AIME problem as a skeptical olympiad contestant. Seek a different representation or method from the obvious approach; check boundary cases, reversibility, multiplicities, and arithmetic. Trust no proposed answer unless verified. After private reasoning, BEGIN the visible response with <answer>N</answer>, then give a compact checkable certificate without repeating exploration.\\\\n\\\\nProblem: {problem}{context}\\\",\\n@@\\n-   \\\"template\\\": \\\"Solve this AIME problem using an exact computational or symbolic formulation whenever possible. Translate every condition faithfully; prefer exhaustive integer/rational computation to unsupported intuition. Verify the result mathematically. The LAST fenced Python code block in your entire response must be a self-contained standard-library program needing no input, terminating quickly, and printing only the integer answer; do not put any later code block after it. Also end the visible solution with <answer>N</answer>.\\\\n\\\\nProblem: {problem}{context}\\\",\\n+   \\\"template\\\": \\\"Solve this AIME problem using an exact computational or symbolic formulation whenever possible. Translate every condition faithfully; prefer exhaustive integer/rational computation to intuition and verify the model. After private reasoning, BEGIN the visible response with <answer>N</answer>, then a compact justification. The LAST fenced Python code block in the entire response must be a self-contained standard-library program needing no input, terminating quickly, and printing only N; put no code block after it.\\\\n\\\\nProblem: {problem}{context}\\\",\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#155
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 85
Wall time 11.0 seconds
Output:
#156
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "85",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script running with cell ID 85
Wall time 11.0 seconds
Output:
#157
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "85",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
#158
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 86
Wall time 11.0 seconds
Output:
#159
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "86",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script completed
Wall time 10.4 seconds
Output:
#160
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 87
Wall time 11.0 seconds
Output:
#161
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "87",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script completed
Wall time 6.9 seconds
Output:
#162
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 88
Wall time 11.0 seconds
Output:
#163
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "88",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script completed
Wall time 9.3 seconds
Output:
#164
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 89
Wall time 11.0 seconds
Output:
#165
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "89",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script completed
Wall time 10.9 seconds
Output:
#166
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 90
Wall time 11.0 seconds
Output:
#167
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "90",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script running with cell ID 90
Wall time 11.0 seconds
Output:
#168
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "90",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
#169
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"} 12.0
vllm:num_requests_waiting{engine="0",model_name="node-1b"} 0.0
vllm:generation_tokens_total{engine="0",model_name="node-1b"} 2.273345e+06
4597
#170
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 92
Wall time 11.0 seconds
Output:
#171
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "92",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script running with cell ID 92
Wall time 11.0 seconds
Output:
#172
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "92",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
#173
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 93
Wall time 11.0 seconds
Output:
#174
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "93",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}
wait result
Script completed
Wall time 10.9 seconds
Output:
#175
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 94
Wall time 11.0 seconds
Output: