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
- 223
- duration
- 59m
- recorded
- 2026-08-04
run iddclm-nano-curation__KzgeyF6
Everything gpt-5.6-sol did on this task, in order.
download JSON ↗codexgpt-5.6-sol234 turns11 narration223 reasoning223 action223 observation1 final
#76
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:52307,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 50
Wall time 11.0 seconds
Output:
#77
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "50",
"yield_time_ms": 30000,
"max_tokens": 5000
}wait result
Script completed
Wall time 16.8 seconds
Output:
HELDOUT_PPL 604.652 loss 6.4047 train_s 56 /tmp/manual.npy
SESSION_ID=52307#78
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:60559,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 51
Wall time 11.0 seconds
Output:
#79
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "51",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 11.9 seconds
Output:
SESSION_ID=60559#80
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:52307,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 52
Wall time 11.0 seconds
Output:
#81
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "52",
"yield_time_ms": 30000,
"max_tokens": 5000
}wait result
Script completed
Wall time 15.9 seconds
Output:
HELDOUT_PPL 521.659 loss 6.2570 train_s 57 /tmp/target.npy
SESSION_ID=52307#82
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:60559,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
rule_equal 41225 [11266093, 11233617, 11240644, 11282962]
rule_soft 43761 [9986030, 16094410, 9969310, 9133219]
rule_tech 41586 [9143118, 13460143, 9085230, 13497549]
#83
narration
The first result is decisive: target-similarity drops dev perplexity from 604.7 to 521.7 versus cleanliness alone, confirming that polished-but-generic SEO prose is not enough. I’m now testing stronger similarity weights and explicit domain mixtures; the best of those will become the published criterion.
#84
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const patch = \"*** Begin Patch\\n*** Add File: /workspace/experiments/more_candidates.py\\n+#!/usr/bin/env python3\\n+import json, numpy as np\\n+R='/workspace/experiments'; a=np.load(R+'/features.npy')\\n+ok=(a['ntok']>=180)&(a['alpha']>=.62)&(a['stop']>=.20)&(a['nav']<=5)\\n+for name,w in [('target_high',.9),('target_vhigh',1.3),('target_mid',.72)]:\\n+ score=a['manual']+w*a['q']; ix=np.where(ok)[0]; ix=ix[np.argsort(-score[ix],kind='stable')]\\n+ json.dump(a['id'][ix[:50000]].astype(int).tolist(),open(R+'/'+name+'.json','w'))\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{}#85
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"python experiments/more_candidates.py\\nfor n in target_high target_vhigh rule_soft rule_equal; do python pack_selection.py experiments/$n.json /tmp/$n.npy; done\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=46635#86
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:52307,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script completed
Wall time 5.8 seconds
Output:
HELDOUT_PPL 396.746 loss 5.9833 train_s 56 /tmp/balanced.npy
#87
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:46635,chars:\"\",yield_time_ms:30000,max_output_tokens:4000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 57
Wall time 11.0 seconds
Output:
#88
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "57",
"yield_time_ms": 30000,
"max_tokens": 4000
}wait result
Script completed
Wall time 16.4 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (3134 > 1024). Running this sequence through the model will result in indexing errors
packed 12000000 tokens from 50000 ids -> /tmp/target_high.npy
SESSION_ID=46635#89
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:46635,chars:\"\",yield_time_ms:30000,max_output_tokens:4000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 58
Wall time 11.0 seconds
Output:
#90
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "58",
"yield_time_ms": 30000,
"max_tokens": 4000
}wait result
Script completed
Wall time 16.5 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 50000 ids -> /tmp/target_vhigh.npy
SESSION_ID=46635#91
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:46635,chars:\"\",yield_time_ms:30000,max_output_tokens:4000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 59
Wall time 11.0 seconds
Output:
#92
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "59",
"yield_time_ms": 30000,
"max_tokens": 4000
}wait result
Script completed
Wall time 8.9 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (4290 > 1024). Running this sequence through the model will result in indexing errors
SESSION_ID=46635#93
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:46635,chars:\"\",yield_time_ms:30000,max_output_tokens:4000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 60
Wall time 11.0 seconds
Output:
#94
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "60",
"yield_time_ms": 30000,
"max_tokens": 4000
}wait result
Script completed
Wall time 15.4 seconds
Output:
packed 12000000 tokens from 43761 ids -> /tmp/rule_soft.npy
Token indices sequence length is longer than the specified maximum sequence length for this model (4290 > 1024). Running this sequence through the model will result in indexing errors
SESSION_ID=46635#95
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:46635,chars:\"\",yield_time_ms:30000,max_output_tokens:4000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 61
Wall time 11.0 seconds
Output:
#96
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "61",
"yield_time_ms": 30000,
"max_tokens": 4000
}wait result
Script completed
Wall time 0.0 seconds
Output:
packed 12000000 tokens from 41225 ids -> /tmp/rule_equal.npy
#97
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"for n in target_high target_vhigh rule_soft rule_equal; do python train_nano.py --train_npy /tmp/$n.npy --heldout_npy data/multi_dev.npy --out_json experiments/$n.result.json; done\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=17852#98
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,numpy as np,random\\nA=np.load('experiments/features.npy'); D={int(x['id']):x for x in A}; R=np.load('experiments/rules.npy')\\nfor nm in ['balanced','rule_equal','rule_soft']:\\n s=json.load(open('experiments/'+nm+'.json'))\\n print('\\\\n',nm)\\n for i in random.Random(4).sample(s[:12000],12):\\n x=D[i]; print(i,'base',round(float(x['manual']+.55*x['q']),2),'learn',np.argmax([x['d0'],x['d1'],x['d2'],x['d3']]),'rules',np.round(R[i],1))\\nPY\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:6000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.3 seconds
Output:
balanced
93450 base 5.0 learn 1 rules [0. 1. 0. 2.5]
25919 base 4.98 learn 1 rules [-1.5 1. 5. 1.3]
86832 base 5.06 learn 1 rules [1.3 1. 0. 0. ]
3517 base 4.42 learn 0 rules [0. 1. 4.3 0. ]
68666 base 4.44 learn 2 rules [ 5.8 1. 16.8 0. ]
30367 base 4.93 learn 1 rules [2.3 1. 0. 0. ]
90394 base 4.8 learn 0 rules [ 0. 1. 13.2 2.6]
73306 base 4.51 learn 3 rules [ 1.7 1. 0. 28.6]
36902 base 4.81 learn 2 rules [ 1.1 1. 0. 13.7]
29599 base 5.03 learn 2 rules [ 5.2 1. 11.2 1.5]
24389 base 4.43 learn 2 rules [1. 1. 6.3 0. ]
110136 base 4.29 learn 2 rules [ 0.7 1. 13.6 0. ]
rule_equal
8370 base 4.92 learn 1 rules [2.9 1. 0. 3.7]
32183 base 4.67 learn 1 rules [1.5 1. 1.5 1.5]
42465 base 4.92 learn 1 rules [1.2 1. 0. 0. ]
102786 base 4.78 learn 1 rules [1.4 1. 5.2 0. ]
21377 base 5.06 learn 1 rules [0.3 1. 0. 0.6]
5122 base 4.48 learn 1 rules [-1.5 1. 0. 0. ]
10115 base 5.05 learn 1 rules [-1.5 1. 0. 1.5]
84766 base 5.05 learn 1 rules [1.6 1. 0. 1.5]
20678 base 4.91 learn 1 rules [0.1 1. 0. 2.8]
26492 base 5.08 learn 1 rules [-1.5 1. 7.6 0.8]
62955 base 4.48 learn 1 rules [-1.5 1. 0. 0. ]
7738 base 4.92 learn 1 rules [-0.1 1. 1.4 1.5]
rule_soft
81197 base 5.03 learn 1 rules [0.1 1. 0. 1.5]
7318 base 4.75 learn 0 rules [4.2 1. 7.6 0.6]
61195 base 4.55 learn 3 rules [-1.5 1. 0. 10.9]
96657 base 4.74 learn 1 rules [-1.2 1. 0.3 3.9]
12572 base 4.81 learn 1 rules [1.9 1. 2.4 0.5]
74284 base 4.55 learn 1 rules [0.6 1. 0. 0.6]
54228 base 4.66 learn 1 rules [0. 1. 0. 0.]
54005 base 4.98 learn 1 rules [-1. 1. 0.5 1.5]
61718 base 5.02 learn 1 rules [0.6 1. 6.3 0. ]
26752 base 4.91 learn 1 rules [-0.6 1. 0.4 0.4]
55568 base 4.46 learn 1 rules [0. 1. 0. 0.]
47724 base 4.43 learn 1 rules [-0.6 1. 0. 0.9]
#99
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:17852,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 64
Wall time 11.0 seconds
Output:
#100
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "64",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 15.7 seconds
Output:
SESSION_ID=17852