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

#126

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"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":"ca1aa0","wall_time_seconds":1.001092097,"session_id":57469,"original_token_count":0,"output":""}

#127

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:57469,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

Script running with cell ID 83
Wall time 11.0 seconds
Output:

#128

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "83",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 8.7 seconds
Output:

#129

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:57469,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

#130

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:57469,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

Script running with cell ID 85
Wall time 11.0 seconds
Output:

#131

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "85",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 0.0 seconds
Output:
HELDOUT_PPL 328.684  loss 5.7951  train_s 53  /tmp/dev_train.npy
QUARTER 0 PPL 745.292 LOSS 6.6138
QUARTER 1 PPL 269.034 LOSS 5.5948
QUARTER 2 PPL 283.784 LOSS 5.6482
QUARTER 3 PPL 204.845 LOSS 5.3223

#132

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-def balanced(rs,name):\\n-    quota=[3_000_000]*4; totals=[0]*4; pos=[0]*4; out=[]; used=set(); seen_hash=set()\\n+def balanced(rs,name,quota=None):\\n+    quota=quota or [3_000_000]*4; totals=[0]*4; pos=[0]*4; out=[]; used=set(); seen_hash=set()\\n@@\\n for lam,rs in rankings.items(): balanced(rs,'balanced_'+str(lam).replace('.','p'))\\n+balanced(rankings[0.0],'wiki5',[5_000_000,2_500_000,2_500_000,2_000_000])\\n+balanced(rankings[0.0],'wiki6',[6_000_000,2_000_000,2_500_000,1_500_000])\\n+balanced(rankings[0.0],'wiki7',[7_000_000,2_000_000,2_000_000,1_000_000])\\n*** End Patch\";\ntext(await tools.apply_patch(patch));"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
{}

#133

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\":5000});\ntext(JSON.stringify(r));"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"50d600","wall_time_seconds":1.001734869,"session_id":63235,"original_token_count":0,"output":""}

#134

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63235,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

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

#135

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "88",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

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
tokenized 20480

#136

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63235,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

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

#137

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "89",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 11.4 seconds
Output:
tokenized 30720
tokenized 40960

#138

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63235,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

#139

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63235,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

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

#140

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "91",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 12.2 seconds
Output:
tokenized 51200
tokenized 61440
tokenized 71680

#141

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63235,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

#142

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63235,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

#143

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63235,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

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

#144

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "94",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 15.1 seconds
Output:
tokenized 81920
tokenized 92160

#145

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63235,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

#146

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63235,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);"
}

exec result

Script completed
Wall time 2.4 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
quality 68191 46970086

#147

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/wiki5.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":"6afe75","wall_time_seconds":1.002063648,"session_id":48450,"original_token_count":0,"output":""}

#148

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 98
Wall time 11.0 seconds
Output:

#149

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "98",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 16.0 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

#150

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