nano-gpt-data-curation

gpt-5.6-sol

nano-gpt-data-curation — graded by the task's verifier against a measured baseline.

backend: modal
variant: codex azure_ai/gpt-5.6-sol
metric: held-out multi-domain perplexity
actions: 233
duration: 1h 13m
recorded: 2026-08-04

run iddclm-nano-curation__aTQyfVE

Everything gpt-5.6-sol did on this task, in order.

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codexgpt-5.6-sol243 turns10 narration233 reasoning233 action233 observation1 final

#151

narration

The unigram scorer is near its tuning optimum, so I’m adding one final, higher-resolution signal: hashed GPT-2 bigram likelihood under each target quarter. This should separate genuinely encyclopedia-like, journalistic, and code/Q&A sequences that share the same unigram vocabulary. It will remain fully reproducible and collision-tolerant rather than using any opaque labels.

#152

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:47117,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 87
Wall time 11.0 seconds
Output:

#153

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "87",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 15.7 seconds
Output:
{"chunk_id":"72ebc8","wall_time_seconds":30.001026652,"session_id":47117,"original_token_count":20,"output":"bigram 65536\nbigram 69632\nbigram 73728\nbigram 77824\nbigram 81920\nbigram 86016\n"}

#154

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:47117,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 88
Wall time 11.0 seconds
Output:

#155

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "88",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 9.2 seconds
Output:
{"chunk_id":"156c01","wall_time_seconds":30.001620047,"session_id":47117,"original_token_count":21,"output":"bigram 90112\nbigram 94208\nbigram 98304\nbigram 102400\nbigram 106496\nbigram 110592\n"}

#156

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:47117,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 89
Wall time 11.0 seconds
Output:

#157

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "89",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 9.9 seconds
Output:
{"chunk_id":"8dfd27","wall_time_seconds":30.001411879,"session_id":47117,"original_token_count":11,"output":"bigram 114688\nbigram 118784\nbigram 122880\n"}

#158

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:47117,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 90
Wall time 11.0 seconds
Output:

#159

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "90",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 16.4 seconds
Output:
{"chunk_id":"f5b38b","wall_time_seconds":30.002247741,"session_id":47117,"original_token_count":14,"output":"bigram 126976\nbigram 131072\nbigram 135168\nbigram 139264\n"}

#160

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:47117,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 91
Wall time 11.0 seconds
Output:

#161

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "91",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 4.9 seconds
Output:
{"chunk_id":"08d458","wall_time_seconds":30.001756399,"session_id":47117,"original_token_count":7,"output":"bigram 143360\nbigram 147456\n"}

#162

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:47117,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 92
Wall time 11.0 seconds
Output:

#163

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "92",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 14.3 seconds
Output:
{"chunk_id":"e2f724","wall_time_seconds":30.001428113,"session_id":47117,"original_token_count":11,"output":"bigram 151552\nbigram 155648\nbigram 159744\n"}

#164

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:47117,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 93
Wall time 11.0 seconds
Output:

#165

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "93",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 13.8 seconds
Output:
{"chunk_id":"668aa3","wall_time_seconds":30.000737349,"session_id":47117,"original_token_count":11,"output":"bigram 163840\nbigram 167936\nbigram 172032\n"}

#166

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:47117,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 94
Wall time 11.0 seconds
Output:

#167

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "94",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"308d44","wall_time_seconds":24.865921236,"exit_code":0,"original_token_count":7,"output":"bigram 176128\nbigram 180224\n"}

#168

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({\n  cmd: \"python3 - <<'PY'\\nimport numpy as np\\nu=np.load('/tmp/pool_scores.npz');b=np.load('/tmp/pool_bigram.npz');r=u['rel'];s=b['score'];c=b['coverage'];n=u['ntok'];el=(n>300)&(n<10000)\\nprint('coverage',np.percentile(c,[0,1,10,25,50,75,90,95,99,100]))\\nfor d in range(4): print(d,np.percentile(s[:,d],[0,1,10,25,50,75,90,95,99,100]),'corr',np.corrcoef(r[el,d],s[el,d])[0,1])\\nPY\\ncat /workspace/.timer/remaining_secs\",\n  workdir: \"/workspace\",\n  yield_time_ms: 10000,\n  max_output_tokens: 5000\n});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.4 seconds
Output:
coverage [-1.60943794 -0.99130246 -0.48130256 -0.05590991  0.5284847   0.99125539
  1.31368238  1.49188426  1.82212397  7.92595243]
0 [-9.53560734 -2.93269348 -2.52937376 -2.33313888 -2.143085   -1.97763669
 -1.84867573 -1.7731621  -1.61214181  0.        ] corr 0.0905002777282862
1 [-9.34833622 -1.70786467 -1.46357548 -1.39989167 -1.34027964 -1.2824775
 -1.22601551 -1.18894935 -1.11507168  0.        ] corr 0.34858338892468105
2 [-9.35519314 -1.92981409 -1.71848249 -1.64955437 -1.58509988 -1.52646622
 -1.47340864 -1.43881297 -1.35939961  0.        ] corr 0.4108916268834236
3 [-5.88332224 -2.54455957 -2.22402442 -2.04546827 -1.85402787 -1.69925368
 -1.59343511 -1.52875653 -1.35725256  0.        ] corr 0.498372118860451
2545

#169

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /tmp/make_sel.py\\n@@\\n w=float(sys.argv[1]); out=sys.argv[2]\\n prop=np.asarray(list(map(float,sys.argv[3].split(','))) if len(sys.argv)>3 else [1,1,1,1])\\n prop=prop/prop.sum()\\n+bw=float(sys.argv[4]) if len(sys.argv)>4 else 0.0\\n+cw=float(sys.argv[5]) if len(sys.argv)>5 else 0.0\\n@@\\n-med=np.median(r[el],0);sd=np.std(r[el],0);aff=(r-med)/sd*np.sqrt(n[:,None]/(n[:,None]+1000));scores=base[:,None]+w*aff;scores[~el]=-99\\n+med=np.median(r[el],0);sd=np.std(r[el],0);aff=(r-med)/sd*np.sqrt(n[:,None]/(n[:,None]+1000))\\n+if bw or cw:\\n+ bz=np.load('/tmp/pool_bigram.npz'); br=bz['score']; cov=bz['coverage']\\n+ bmed=np.median(br[el],0);bsd=np.std(br[el],0)\\n+ baff=(br-bmed)/bsd*np.sqrt(n[:,None]/(n[:,None]+1000))\\n+ covz=(cov-np.median(cov[el]))/np.std(cov[el])\\n+else:baff=0;covz=0\\n+scores=base[:,None]+w*aff+bw*baff+cw*np.asarray(covz)[:,None] if np.ndim(covz) else base[:,None]+w*aff\\n+scores[~el]=-99\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
{}

#170

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({\n  cmd: \"python3 /tmp/make_sel.py 5.0 /tmp/q10.json 1,1,1,1 2.0 0.3 && python3 /workspace/pack_selection.py /tmp/q10.json /tmp/q10.npy && PYTHONPATH=/workspace python3 /tmp/train_diag.py --train_npy /tmp/q10.npy --heldout_npy /workspace/data/multi_dev.npy --out_json /tmp/q10.out --max_iters 3000 --seed 1337\",\n  workdir: \"/workspace\",\n  yield_time_ms: 30000,\n  max_output_tokens: 3000\n});\ntext(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 97
Wall time 11.0 seconds
Output:

#171

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "97",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 12.5 seconds
Output:
{"chunk_id":"f98a7f","wall_time_seconds":30.002040492,"session_id":70095,"original_token_count":0,"output":""}

#172

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:70095,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 98
Wall time 11.0 seconds
Output:

#173

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "98",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 15.9 seconds
Output:
{"chunk_id":"055dda","wall_time_seconds":30.001163554,"session_id":70095,"original_token_count":79,"output":"/tmp/q10.json 10223 [4001833, 4000921, 4002089, 4000693] 0.1251100459747628\nToken indices sequence length is longer than the specified maximum sequence length for this model (4765 > 1024). Running this sequence through the model will result in indexing errors\npacked 12000000 tokens from 10223 ids -> /tmp/q10.npy\n"}

#174

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:70095,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});text(JSON.stringify(r));\n"
}

exec result

Script running with cell ID 99
Wall time 11.0 seconds
Output:

#175

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "99",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 8.3 seconds
Output:
{"chunk_id":"dee0c3","wall_time_seconds":30.00206298,"session_id":70095,"original_token_count":0,"output":""}