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: 267
duration: 1h 6m
recorded: 2026-08-03

run iddclm-nano-curation__7CCVfar

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

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codexgpt-5.6-sol277 turns10 narration267 reasoning267 action267 observation1 final

#151

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:48450,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

Script running with cell ID 100
Wall time 11.0 seconds
Output:

#152

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "100",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 15.9 seconds
Output:

#153

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:48450,chars:\"\",yield_time_ms\":30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Invalid or unexpected token

#154

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:48450,chars:\"\",yield_time_ms\":30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Invalid or unexpected token

#155

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:48450,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

Script completed
Wall time 1.9 seconds
Output:
HELDOUT_PPL 334.417  loss 5.8124  train_s 53  /tmp/dev_train.npy
QUARTER 0 PPL 701.047 LOSS 6.5526
QUARTER 1 PPL 270.618 LOSS 5.6007
QUARTER 2 PPL 277.248 LOSS 5.6249
QUARTER 3 PPL 237.318 LOSS 5.4694

#156

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"cat /workspace/.timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);"
}

exec result

Script completed
Wall time 0.1 seconds
Output:
3409

#157

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/experiments/make_candidates.py\\n@@\\n balanced(rankings[0.0],'wiki7',[7_000_000,2_000_000,2_000_000,1_000_000])\\n+balanced(rankings[0.0],'tech4',[2_500_000,2_500_000,3_000_000,4_000_000])\\n+balanced(rankings[0.0],'tech5',[2_000_000,2_500_000,2_500_000,5_000_000])\\n+balanced(rankings[0.0],'tech6',[2_000_000,2_000_000,2_000_000,6_000_000])\\n*** End Patch\";\ntext(await tools.apply_patch(patch));"
}

exec 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.exec_command({cmd:\"python /workspace/experiments/make_candidates.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000});\ntext(JSON.stringify(r));"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"81b048","wall_time_seconds":1.001582169,"session_id":37692,"original_token_count":0,"output":""}

#159

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:37692,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output);"
}

exec result

Script running with cell ID 107
Wall time 11.0 seconds
Output:

#160

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "107",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 15.5 seconds
Output:
candidate texts 104305
Token indices sequence length is longer than the specified maximum sequence length for this model (1048 > 1024). Running this sequence through the model will result in indexing errors
tokenized 0
tokenized 10240

#161

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:37692,chars:\"\",yield_time_ms\":30000,max_output_tokens:3000});\ntext(r.output);"
}

exec result

Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Invalid or unexpected token

#162

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:37692,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output);"
}

exec result

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

#163

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "109",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 13.0 seconds
Output:
tokenized 20480
tokenized 30720
tokenized 40960

#164

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:37692,chars:\"\",yield_time_ms\":30000,max_output_tokens:3000});\ntext(r.output);"
}

exec result

Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Invalid or unexpected token

#165

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:37692,chars:\"\",yield_time_ms\":30000,max_output_tokens:3000});\ntext(r.output);"
}

exec result

Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Invalid or unexpected token

#166

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:37692,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output);"
}

exec result

Script running with cell ID 112
Wall time 11.0 seconds
Output:

#167

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "112",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 15.5 seconds
Output:
tokenized 51200
tokenized 61440
tokenized 71680

#168

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:37692,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output);"
}

exec result

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

#169

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "113",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 13.2 seconds
Output:
tokenized 81920
tokenized 92160

#170

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:37692,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output);"
}

exec result

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

#171

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "114",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 0.0 seconds
Output:
tokenized 102400
balanced_0p0 101147 [3006884, 3000658, 3002645, 3001011] 12011198
balanced_0p1 101147 [3001887, 3001509, 3000382, 3000335] 12004113
balanced_0p25 101147 [3000859, 3000594, 3000386, 3000550] 12002389
wiki5 101147 [5000329, 2503292, 2500799, 2000216] 12004636
wiki6 101147 [6000329, 2000457, 2500001, 1500271] 12001058
wiki7 101147 [7000088, 2000074, 2000269, 1000094] 12000525
tech4 101147 [2502883, 2500638, 3000266, 4001209] 12004996
tech5 101147 [2000878, 2500748, 2501303, 5000353] 12003282
tech6 101147 [2000878, 2001755, 2001324, 6000191] 12004148
quality 68191 46970086

#172

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python /workspace/pack_selection.py /workspace/experiments/tech4.json /tmp/dev_train.npy && python /workspace/experiments/diag_eval.py --train_npy /tmp/dev_train.npy --heldout_npy /workspace/data/multi_dev.npy --out_json /tmp/diag.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000});\ntext(JSON.stringify(r));"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"ed1311","wall_time_seconds":1.000913608,"session_id":50044,"original_token_count":0,"output":""}

#173

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:50044,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

Script running with cell ID 116
Wall time 11.0 seconds
Output:

#174

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "116",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 14.4 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (5414 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 101147 ids -> /tmp/dev_train.npy

#175

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:50044,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

Script running with cell ID 117
Wall time 11.0 seconds
Output: