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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.

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codexgpt-5.6-sol368 turns23 narration345 reasoning345 action345 observation1 final
#26
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:82977,chars:\"\",yield_time_ms:1000,max_output_tokens:6000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
INFO 08-05 18:45:58 [monitor.py:34] torch.compile takes 41.84 s in total
INFO 08-05 18:46:00 [gpu_worker.py:227] Available KV cache memory: 62.84 GiB
INFO 08-05 18:46:00 [kv_cache_utils.py:715] GPU KV cache size: 457,584 tokens
INFO 08-05 18:46:00 [kv_cache_utils.py:719] Maximum concurrency for 24,576 tokens per request: 18.62x
#27
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:82977,chars:\"\",yield_time_ms:1000,max_output_tokens:6000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#28
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:82977,chars:\"\",yield_time_ms:1000,max_output_tokens:6000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
#29
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:82977,chars:\"\",yield_time_ms:1000,max_output_tokens:6000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 5.0 seconds
Output:
INFO 08-05 18:46:34 [gpu_model_runner.py:2048] Graph capturing finished in 34 secs, took 0.52 GiB
INFO 08-05 18:46:34 [core.py:171] init engine (profile, create kv cache, warmup model) took 92.42 seconds
INFO 08-05 18:46:35 [loggers.py:137] Engine 000: vllm cache_config_info with initialization after num_gpu_blocks is: 28599
WARNING 08-05 18:46:35 [config.py:1363] Default sampling parameters have been overridden by the model's Hugging Face generation config recommended from the model creator. If this is not intended, please relaunch vLLM instance with `--generation-config vllm`.
INFO 08-05 18:46:35 [serving_chat.py:118] Using default chat sampling params from model: {'temperature': 0.6, 'top_k': 20, 'top_p': 0.95}
INFO 08-05 18:46:35 [serving_completion.py:66] Using default completion sampling params from model: {'temperature': 0.6, 'top_k': 20, 'top_p': 0.95}
INFO 08-05 18:46:35 [api_server.py:1349] Starting vLLM API server 0 on http://127.0.0.1:8000
INFO 08-05 18:46:35 [launcher.py:29] Available routes are:
INFO 08-05 18:46:35 [launcher.py:37] Route: /openapi.json, Methods: GET, HEAD
INFO 08-05 18:46:35 [launcher.py:37] Route: /docs, Methods: GET, HEAD
INFO 08-05 18:46:35 [launcher.py:37] Route: /docs/oauth2-redirect, Methods: GET, HEAD
INFO 08-05 18:46:35 [launcher.py:37] Route: /redoc, Methods: GET, HEAD
INFO 08-05 18:46:35 [launcher.py:37] Route: /metrics, Methods: GET
INFO:     Started server process [2268]
INFO:     Waiting for application startup.
INFO:     Application startup complete.
#30
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python3 - <<'PY'\\nimport sys\\nsys.path.insert(0,'/app/methods/main')\\nfrom swarm import _raw_call, _strip_think\\np='''Solve this AIME problem carefully and independently. Explore the mathematics, verify arithmetic, and end with exactly <answer>N</answer> for an integer 0-999.\\\\n\\\\nProblem: Find the sum of all integer bases $b > 9$ for which $17_b$ is a divisor of $97_b$.'''\\nout,tok=_raw_call(p,0.7,123)\\nprint('TOKENS',tok)\\nprint('RAW TAIL',out[-4000:])\\nprint('VISIBLE',_strip_think(out))\\nPY\",\"workdir\":\"/app\",\"yield_time_ms\":30000,\"max_output_tokens\":6000});\ntext(r.output);\nif (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}
exec result
Script running with cell ID 26
Wall time 11.0 seconds
Output:
#31
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "26",
  "yield_time_ms": 10000,
  "max_tokens": 6000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
TOKENS 4725
RAW TAIL  other divisors. For example, 56 divided by something. Wait, 56 is 56. Divisors are 1,2,4,7,8,14,28,56. So yes, only 28 and 56. Therefore, two bases. Therefore, answer is 70.

But just to check, let me think if there is any other way that 56/(b + 7) is integer. For example, maybe if b + 7 is a divisor of 56, but maybe negative? But since b is greater than 9, b + 7 is positive. Therefore, no.

Alternatively, maybe I can check if there's an error in my first approach. For example, when I did the division, I said that 9b + 7 divided by b + 7 is 9 - 56/(b + 7). Let me check that again.

Let me perform the division:

Divide 9b + 7 by b + 7.

How many times does b + 7 go into 9b + 7? Well, 9 times. Multiply 9*(b + 7) = 9b + 63. Then subtract that from 9b + 7:

(9b + 7) - (9b + 63) = 7 - 63 = -56. Therefore, the remainder is -56. Therefore, the division is 9 with a remainder of -56. Therefore, (9b + 7) = 9*(b + 7) - 56. Therefore, (9b + 7)/(b + 7) = 9 - 56/(b + 7). Therefore, correct. Therefore, that is correct.

Therefore, 56/(b + 7) must be integer. Therefore, b + 7 divides 56. Therefore, same conclusion.

Therefore, answer is 70. Therefore, I think that is correct.

But just to check, let me check if there are other possible divisors. Wait, 56 is 56. Divisors are as above. So 28 and 56. Therefore, only two bases. Therefore, answer is 70. Therefore, the answer is 70. So I think that is correct.

Wait, but let me check if there's another possible value. For example, if b + 7 is 14? Then b is 7. But b must be greater than 9. So 14 is less than 16. So no. Similarly, 8 is less. So no. Therefore, only 28 and 56. Therefore, yes.

Alternatively, maybe I can check if there's another way. For example, if I write the equation:

Let me suppose that (9b + 7) is divisible by (b + 7). Therefore, (b + 7) divides (9b + 7). Therefore, (b + 7) divides any linear combination of (9b + 7) and (b + 7). For example, let me compute 9*(b + 7) - (9b + 7) = 9b + 63 - 9b - 7 = 56. Therefore, (b + 7) divides 56. Which is the same conclusion as before. Therefore, that's another way to see it. Therefore, same result.

Therefore, I think that the answer is 70. Therefore, the sum is 21 + 49 = 70. Therefore, the answer is 70. Therefore, I think that is correct.

**Final Answer**
\boxed{70}
</think>

To solve the problem, we are given two numbers in base $ b $: $ 17_b $ and $ 97_b $. We are to find the sum of all integer bases $ b > 9 $ for which $ 17_b $ is a divisor of $ 97_b $.

---

### Step 1: Convert the Numbers to Base 10

In base $ b $, the number $ 17_b $ represents:

$$
1 \cdot b + 7 = b + 7
$$

Similarly, $ 97_b $ represents:

$$
9 \cdot b + 7 = 9b + 7
$$

So, the problem becomes: Find all integers $ b > 9 $ such that $ b + 7 $ divides $ 9b + 7 $, i.e.,

$$
\frac{9b + 7}{b + 7} \in \mathbb{Z}
$$

---

### Step 2: Simplify the Expression

We simplify the fraction:

$$
\frac{9b + 7}{b + 7}
$$

We perform polynomial division:

$$
\frac{9b + 7}{b + 7} = 9 - \frac{56}{b + 7}
$$

This shows that the expression is an integer **if and only if** $ b + 7 $ divides 56.

So, we are looking for all **positive integers $ b > 9 $** such that $ b + 7 $ is a **positive divisor of 56**.

---

### Step 3: Find the Relevant Divisors

The positive divisors of 56 are:

$$
1, 2, 4, 7, 8, 14, 28, 56
$$

We are looking for those $ d = b + 7 $ such that $ d > 16 $ (since $ b > 9 \Rightarrow b + 7 > 16 $).

From the list, the divisors of 56 greater than 16 are:

$$
28, 56
$$

Therefore:

- If $ b + 7 = 28 $, then $ b = 21 $
- If $ b + 7 = 56 $, then $ b = 49 $

---

### Step 4: Verify and Sum the Valid Bases

Check that both 21 and 49 are valid:

- $ 17_{21} = 21 + 7 = 28 $
- $ 97_{21} = 9 \cdot 21 + 7 = 196 $, and $ 196 \div 28 = 7 $, so 28 divides 196.

- $ 17_{49} = 49 + 7 = 56 $
- $ 97_{49} = 9 \cdot 49 + 7 = 448 $, and $ 448 \div 56 = 8 $, so 56 divides 448.

Thus, both 21 and 49 are valid bases.

---

### Final Answer

The sum of all such bases is:

$$
21 + 49 = \boxed{70}
$$
VISIBLE 

To solve the problem, we are given two numbers in base $ b $: $ 17_b $ and $ 97_b $. We are to find the sum of all integer bases $ b > 9 $ for which $ 17_b $ is a divisor of $ 97_b $.

---

### Step 1: Convert the Numbers to Base 10

In base $ b $, the number $ 17_b $ represents:

$$
1 \cdot b + 7 = b + 7
$$

Similarly, $ 97_b $ represents:

$$
9 \cdot b + 7 = 9b + 7
$$

So, the problem becomes: Find all integers $ b > 9 $ such that $ b + 7 $ divides $ 9b + 7 $, i.e.,

$$
\frac{9b + 7}{b + 7} \in \mathbb{Z}
$$

---

### Step 2: Simplify the Expression

We simplify the fraction:

$$
\frac{9b + 7}{b + 7}
$$

We perform polynomial division:

$$
\frac{9b + 7}{b + 7} = 9 - \frac{56}{b + 7}
$$

This shows that the expression is an integer **if and only if** $ b + 7 $ divides 56.

So, we are looking for all **positive integers $ b > 9 $** such that $ b + 7 $ is a **positive divisor of 56**.

---

### Step 3: Find the Relevant Divisors

The positive divisors of 56 are:

$$
1, 2, 4, 7, 8, 14, 28, 56
$$

We are looking for those $ d = b + 7 $ such that $ d > 16 $ (since $ b > 9 \Rightarrow b + 7 > 16 $).

From the list, the divisors of 56 greater than 16 are:

$$
28, 56
$$

Therefore:

- If $ b + 7 = 28 $, then $ b = 21 $
- If $ b + 7 = 56 $, then $ b = 49 $

---

### Step 4: Verify and Sum the Valid Bases

Check that both 21 and 49 are valid:

- $ 17_{21} = 21 + 7 = 28 $
- $ 97_{21} = 9 \cdot 21 + 7 = 196 $, and $ 196 \div 28 = 7 $, so 28 divides 196.

- $ 17_{49} = 49 + 7 = 56 $
- $ 97_{49} = 9 \cdot 49 + 7 = 448 $, and $ 448 \div 56 = 8 $, so 56 divides 448.

Thus, both 21 and 49 are valid bases.

---

### Final Answer

The sum of all such bases is:

$$
21 + 49 = \boxed{70}
$$
#32
narration

The model is a reasoning model whose visible solver outputs can exceed the executor’s 3,000-character routing cap. That makes a free symbolic summary materially useful: it preserves final candidates even when downstream LLM context truncates them. I’m now measuring several genuinely strong one-shot prompts before judging any multi-node gain.

#33
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\\nP=load_problems('/app/data/val.jsonl')\\nprompts={\\n'plain':'''Solve this AIME problem step by step. Show rigorous reasoning, verify your arithmetic, and finish with the final integer answer in <answer>N</answer>.\\\\n\\\\nProblem: {problem}''',\\n'deep':'''You are an expert AIME contestant. Solve the problem independently and exactly. Think deeply, handle all cases and constraints, and check the result with a second calculation or sanity check before committing. Do not guess. End with exactly <answer>N</answer>, where N is the required integer from 0 to 999.\\\\n\\\\nProblem: {problem}''',\\n'protocol':'''Solve this AIME problem with maximum reliability. First identify the mathematical structure and derive an exact solution. Actively look for hidden cases, invalid divisions, diagram assumptions, and arithmetic errors. Then independently verify the candidate by substitution, an alternate derivation, or a small exhaustive calculation when appropriate. Only after verification, state <answer>N</answer> for N in 0..999.\\\\n\\\\nProblem: {problem}'''\\n}\\ndef one(item):\\n i,p,sw=item; m=BudgetMeter()\\n try: pred=sw.run(p['problem'],m)\\n except Exception as e: return i,None,m.calls,type(e).__name__\\n return i,pred,m.calls,''\\nfor name,t in prompts.items():\\n sw=Swarm(nodes=[Node('decision',t)],edges=[])\\n start=time.time()\\n with concurrent.futures.ThreadPoolExecutor(max_workers=14) as ex:\\n  rows=list(ex.map(one,[(i,p,sw) for i,p in enumerate(P)]))\\n corr=[]\\n for i,pred,calls,err in rows:\\n  ok=pred==int(P[i]['answer']); corr.append(ok)\\n  print(name,P[i]['id'],'pred',pred,'gold',P[i]['answer'],'OK' if ok else 'X',err)\\n print('SUMMARY',name,sum(corr),'/',len(P),'time',round(time.time()-start,1),flush=True)\\nPY\",\"workdir\":\"/app\",\"yield_time_ms\":1000,\"max_output_tokens\":10000});\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=67116
#34
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:67116,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 28
Wall time 11.0 seconds
Output:
#35
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "28",
  "yield_time_ms": 10000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 5.0 seconds
Output:
#36
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:67116,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 29
Wall time 11.0 seconds
Output:
#37
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "29",
  "yield_time_ms": 10000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 7.2 seconds
Output:
#38
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:67116,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 30
Wall time 11.0 seconds
Output:
#39
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "30",
  "yield_time_ms": 10000,
  "max_tokens": 10000
}
wait result
Script running with cell ID 30
Wall time 11.0 seconds
Output:
#40
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "30",
  "yield_time_ms": 10000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
#41
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:67116,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 31
Wall time 11.0 seconds
Output:
#42
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "31",
  "yield_time_ms": 10000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 7.7 seconds
Output:
#43
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:67116,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 32
Wall time 11.0 seconds
Output:
#44
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "32",
  "yield_time_ms": 10000,
  "max_tokens": 10000
}
wait result
Script running with cell ID 32
Wall time 11.0 seconds
Output:
#45
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "32",
  "yield_time_ms": 10000,
  "max_tokens": 10000
}
wait result
Script completed
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Output:
plain I-1 pred 70 gold 70 OK 
plain I-2 pred 588 gold 588 OK 
plain I-3 pred 16 gold 16 OK 
plain I-4 pred 117 gold 117 OK 
plain I-5 pred 279 gold 279 OK 
plain I-6 pred 504 gold 504 OK 
plain I-7 pred 40 gold 821 X 
plain I-8 pred 3 gold 77 X 
plain I-9 pred 3 gold 62 X 
plain I-10 pred None gold 81 X 
plain I-11 pred 34 gold 259 X 
plain I-12 pred None gold 510 X 
plain I-13 pred 203 gold 204 X 
plain I-14 pred None gold 60 X 
plain I-15 pred 100 gold 735 X 
SUMMARY plain 6 / 15 time 210.2
#46
narration

The first strong one-shot scored 6/15 (40%): it solved I-1 through I-6, then failed the harder half. Two more calibrated one-shot prompts are still running; this establishes that the multi-node graph needs a clear gain beyond 6/15, not just cosmetic consensus.

#47
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:67116,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 33
Wall time 11.0 seconds
Output:
#48
reasoning (redacted)

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toolwait
args
{
  "cell_id": "33",
  "yield_time_ms": 10000,
  "max_tokens": 10000
}
wait result
Script running with cell ID 33
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Output:
#49
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "33",
  "yield_time_ms": 10000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
#50
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:67116,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 34
Wall time 11.0 seconds
Output: