gpt-5.6-sol

{
  "cell_id": "94",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

{
  "cell_id": "95",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

{
  "cell_id": "95",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

{
  "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"
}

{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

{
  "cell_id": "97",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

{
  "cell_id": "97",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

{
  "input": "const r = await tools.write_stdin({session_id:71623,chars:\"\",yield_time_ms:30000,max_output_tokens:8000});\ntext(r.output);\n"
}

{
  "cell_id": "98",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

{
  "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')\\nreview='''Act as the senior AIME referee. Re-solve the problem rigorously while auditing all proposed analyses and the executed result below. Inputs may be wrong. Find the first concrete error behind any disagreement; verify every condition, boundary case, multiplicity, and arithmetic step. After private reasoning, BEGIN the visible response with <answer>N</answer>, then give a compact decisive certificate without repeating exploration.\\\\n\\\\nProblem: {problem}{context}'''\\nrelay=\\\"/no_think\\\\nCopy the referee_extract node's reported candidate. Return ONLY that integer as <answer>N</answer>.\\\\n\\\\nProblem: {problem}{context}\\\"\\nnodes=base.nodes[:5]+[Node('referee',review),Node('referee_extract','', 'symbolic_verify'),Node('decision',relay)]\\nedges=[(-1,0),(-1,1),(-1,2),(2,3),(0,4),(1,4),(2,4),(3,4),(0,5),(1,5),(2,5),(3,5),(4,5),(5,6),(6,7)]\\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"
}

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

{
  "cell_id": "100",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

{
  "cell_id": "100",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /app/methods/main/optimize.py\\n@@\\n-ANALYTIC = \\\"\\\"\\\"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+ANALYTIC = \\\"\\\"\\\"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@@\\n-SKEPTIC = \\\"\\\"\\\"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+SKEPTIC = \\\"\\\"\\\"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@@\\n-COMPUTE = \\\"\\\"\\\"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+COMPUTE = \\\"\\\"\\\"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@@\\n-REVIEW = \\\"\\\"\\\"Act as a rigorous AIME solution referee. Re-solve the problem while auditing the proposed analyses and executed result below. Locate the first concrete error in any disagreement, check all constraints and arithmetic, and produce one corrected compact solution. End with <answer>N</answer>.\\n+REVIEW = \\\"\\\"\\\"Act as the senior AIME referee. Re-solve the problem rigorously while auditing all proposed analyses and the executed result below. Inputs may be wrong. Find the first concrete error behind any disagreement; verify every condition, boundary case, multiplicity, and arithmetic step. After private reasoning, BEGIN the visible response with <answer>N</answer>, then give a compact decisive certificate without repeating exploration.\\n@@\\n FAST_DECIDE = \\\"\\\"\\\"/no_think\\n@@\\n Problem: {problem}{context}\\\"\\\"\\\"\\n+\\n+RELAY = \\\"\\\"\\\"/no_think\\n+Copy the referee_extract node's reported candidate. Return ONLY that integer as <answer>N</answer>.\\n+\\n+Problem: {problem}{context}\\\"\\\"\\\"\\n@@\\n def parallel_four() -> Swarm:\\n@@\\n-        Node(\\\"decision\\\", FAST_DECIDE),\\n+        Node(\\\"decision\\\", DEEP_DECIDE),\\n@@\\n def cascade_four() -> Swarm:\\n@@\\n-        Node(\\\"referee\\\", REVIEW),\\n-        Node(\\\"decision\\\", FAST_DECIDE),\\n+        Node(\\\"referee\\\", REVIEW),\\n+        Node(\\\"referee_extract\\\", \\\"\\\", \\\"symbolic_verify\\\"),\\n+        Node(\\\"decision\\\", RELAY),\\n@@\\n-             (0, 4), (1, 4), (2, 4), (3, 4),\\n-             (0, 5), (1, 5), (2, 5), (3, 5), (4, 5)]\\n+             (0, 4), (1, 4), (2, 4), (3, 4),\\n+             (4, 5), (5, 6)]\\n@@\\n def deep_five() -> Swarm:\\n@@\\n-        Node(\\\"referee\\\", REVIEW),\\n-        Node(\\\"decision\\\", FAST_DECIDE),\\n+        Node(\\\"referee\\\", REVIEW),\\n+        Node(\\\"referee_extract\\\", \\\"\\\", \\\"symbolic_verify\\\"),\\n+        Node(\\\"decision\\\", RELAY),\\n@@\\n-             (0, 5), (1, 5), (2, 5), (3, 5), (4, 5),\\n-             (4, 6), (5, 6)]\\n+             (0, 5), (1, 5), (2, 5), (3, 5), (4, 5),\\n+             (5, 6), (6, 7)]\\n@@\\n-        Node(\\\"decision\\\", FAST_DECIDE),\\n+        Node(\\\"decision\\\", DEEP_DECIDE),\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}

{
  "input": "const r = await tools.exec_command({cmd:\"python3 -m py_compile /app/methods/main/optimize.py\\npython3 - <<'PY'\\nimport sys\\nsys.path.insert(0,'/app/methods/main')\\nimport optimize\\nfor f in (optimize.parallel_four,optimize.cascade_four,optimize.deep_five,optimize.lean_three):\\n s=f(); s.validate(); print(f.__name__,len(s.nodes),len(s.active_edges()),optimize.active_llms(s))\\nPY\",\"workdir\":\"/app\",\"yield_time_ms\":10000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}

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

{
  "cell_id": "103",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

{
  "cell_id": "103",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

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

{
  "cell_id": "104",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

{
  "cell_id": "104",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}

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

{
  "cell_id": "105",
  "yield_time_ms": 10000,
  "max_tokens": 8000
}