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

#201

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:52492,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 106
Wall time 11.0 seconds
Output:

#202

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "106",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 7.2 seconds
Output:

#203

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"} 21.0
vllm:num_requests_waiting{engine="0",model_name="node-1b"} 0.0
vllm:generation_tokens_total{engine="0",model_name="node-1b"} 2.838057e+06
4087

#204

narration

The optimizer now encodes the executor-specific fix as part of the method: answer-first visible certificates, post-referee symbolic extraction, and a formatter that cannot lose the referee’s answer to context truncation. All four search arms validate; the five-call arm uses exactly 8 nodes and 15 active edges.

#205

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:52492,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 108
Wall time 11.0 seconds
Output:

#206

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "108",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 9.0 seconds
Output:

#207

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:52492,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 109
Wall time 11.0 seconds
Output:

#208

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "109",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 7.7 seconds
Output:

#209

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:52492,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 110
Wall time 11.0 seconds
Output:

#210

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "110",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 8.5 seconds
Output:

#211

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:52492,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 111
Wall time 11.0 seconds
Output:

#212

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "111",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 9.0 seconds
Output:

#213

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"} 3.034113e+06
3907

#214

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:52492,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 113
Wall time 11.0 seconds
Output:

#215

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "113",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 5.3 seconds
Output:

#216

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:52492,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 114
Wall time 11.0 seconds
Output:

#217

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "114",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 9.4 seconds
Output:

#218

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:52492,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 115
Wall time 11.0 seconds
Output:

#219

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "115",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script running with cell ID 115
Wall time 11.0 seconds
Output:

#220

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "115",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

wait result

Script completed
Wall time 0.0 seconds
Output:

#221

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:52492,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
I-1 pred 70 gold 70 OK calls 5 tok 14721 
I-2 pred 588 gold 588 OK calls 5 tok 39008 
I-3 pred 16 gold 16 OK calls 5 tok 35396 
I-4 pred 117 gold 117 OK calls 5 tok 26187 
I-5 pred 279 gold 279 OK calls 5 tok 42403 
I-6 pred 504 gold 504 OK calls 5 tok 14508 
I-7 pred 271 gold 821 X calls 5 tok 49510 
I-8 pred 77 gold 77 OK calls 5 tok 15620 
I-9 pred 0 gold 62 X calls 5 tok 64012 
I-10 pred 81 gold 81 OK calls 5 tok 63030 
I-11 pred 23 gold 259 X calls 5 tok 50809 
I-12 pred 2 gold 510 X calls 5 tok 64012 
I-13 pred 74 gold 204 X calls 5 tok 63078 
I-14 pred 2 gold 60 X calls 5 tok 48866 
I-15 pred 147 gold 735 X calls 5 tok 63315 
SUMMARY 8 / 15 time 562.8

#222

narration

The five-call cascade also scored 8/15, so its extra call did not pay for itself. The remaining high-value experiment is a five-call breadth topology: four genuinely different proposals (including executable computation), a free audit, and one deep adjudicator. It uses all 16 allowed edges so the adjudicator receives every proof and candidate directly.

#223

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 swarm import Swarm,Node,BudgetMeter,load_problems\\nbase=Swarm.load('/app/methods/main/graph.json')\\nstruct='''Independently solve this AIME problem by first classifying its structure (algebra, combinatorics, geometry, or number theory), then choosing the most reliable representation. Look specifically for invariants, bijections, symmetry, exact coordinates, or a finite enumeration that the other approaches may miss. Check all cases and arithmetic. After private reasoning, BEGIN the visible response with <answer>N</answer>, then give a compact checkable certificate.\\\\n\\\\nProblem: {problem}{context}'''\\nnodes=base.nodes[:3]+[Node('structural_solver',struct),Node('code_result','', 'code_exec'),Node('candidate_audit','', 'symbolic_verify'),Node('decision',base.nodes[-1].template)]\\nedges=[(-1,0),(-1,1),(-1,2),(-1,3),(2,4),(0,5),(1,5),(2,5),(3,5),(4,5),(0,6),(1,6),(2,6),(3,6),(4,6),(5,6)]\\nsw=Swarm(nodes,edges); sw.validate()\\nP=load_problems('/app/data/val.jsonl')\\nprint('nodes',len(nodes),'edges',len(sw.active_edges()),'llms',sum(nodes[i].kind=='llm' for i in sw._active_nodes()),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:
nodes 7 edges 16 llms 5
SESSION_ID=44698

#224

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 118
Wall time 11.0 seconds
Output:

#225

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

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

wait result

Script running with cell ID 118
Wall time 11.0 seconds
Output: