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: 282
duration: 1h 15m
recorded: 2026-08-04

run iddclm-nano-curation__69HmyDM

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

download JSON ↗

codexgpt-5.6-sol291 turns9 narration282 reasoning282 action282 observation1 final

#126

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/make_exp.py\\n@@\\n     qual2=qual - .10*np.log1p(bad) - .035*moj - .035*np.maximum(codechars-5,0)\\n     qual2 -= .10*np.maximum(np.log(np.maximum(lens,1)/8000),0)\\n+    valid=(lens>=100)&(lens<=10000)&(alpha>.52)&(printable>.985)&(avg>3.2)&(avg<7.5)&(upper<.20)\\n+    qual3=qual2-np.where(valid,0,5.0)\\n@@\\n-        if mode.startswith('v2'):\\n-            qual=qual2\\n+        if mode.startswith(('v2','v3')):\\n+            qual=qual3 if mode.startswith('v3') else qual2\\n@@\\n-            if mode.startswith('v2'):\\n+            if mode.startswith(('v2','v3')):\\n@@\\n         if mode=='v2_w150t120': weights=[1.50,1,1,1.20]\\n+        if mode=='v3_tech130': weights=[1,1,1,1.30]\\n+        if mode=='v3_w120t130': weights=[1.20,1,1,1.30]\\n+        if mode=='v3_w140t130': weights=[1.40,1,1,1.30]\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}

exec result

Script completed
Wall time 0.1 seconds
Output:
{}

#127

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python make_exp.py v3_tech130 experiments/v3t130.json && python make_exp.py v3_w120t130 experiments/v3w120t130.json && python make_exp.py v3_w140t130 experiments/v3w140t130.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000});\ntext(r.output);\nif (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}

exec result

Script completed
Wall time 1.3 seconds
Output:
experiments/v3t130.json 170263
SESSION_ID=84813

#128

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:28839,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}

exec result

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

#129

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "91",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}

wait result

Script completed
Wall time 6.3 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 170263 ids -> /tmp/dev_train.npy

#130

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:28839,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 92
Wall time 11.1 seconds
Output:

#131

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "92",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}

wait result

Script completed
Wall time 6.6 seconds
Output:
HELDOUT_PPL 310.654  loss 5.7387  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
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

#132

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:28839,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}

exec result

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

#133

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "93",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}

wait result

Script completed
Wall time 12.2 seconds
Output:
packed 12000000 tokens from 170263 ids -> /tmp/dev_train.npy

#134

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:28839,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}

exec result

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

#135

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "94",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}

wait result

Script completed
Wall time 10.2 seconds
Output:

#136

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:28839,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
HELDOUT_PPL 321.487  loss 5.7730  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)

#137

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"bash dev_eval.sh experiments/v2w120t120.json && bash dev_eval.sh experiments/v2w130t130.json\",\"workdir\":\"/workspace\",\"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 1.3 seconds
Output:
SESSION_ID=95439

#138

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:84813,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.1 seconds
Output:
experiments/v3w120t130.json 170263
experiments/v3w140t130.json 170263

#139

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport pickle,json,numpy as np\\nex=pickle.load(open('extra.pkl','rb')); p=pickle.load(open('scores.pkl','rb'))['probs']; le=np.load('token_lengths.npy')\\nfor fn in ['v2t130','v3t130']:\\n s=json.load(open('experiments/'+fn+'.json'));tot=0; vals=[]\\n for d in s:\\n  if p[d].argmax()==3:vals.append((le[d],float(ex[d,3]),float(ex[d,2]),d))\\n  tot+=le[d]\\n  if tot>=12e6:break\\n print(fn,'tech docs',len(vals),'tokens',sum(x[0] for x in vals),'html docs',sum(x[1]>0 for x in vals),'html tok',sum(x[0] for x in vals if x[1]>0),'techmean',np.average([x[2] for x in vals],weights=[x[0] for x in vals]))\\n print('top html',sorted(vals,key=lambda x:-x[1])[:10])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":4000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.7 seconds
Output:
v2t130 tech docs 2883 tokens 3625573 html docs 41 html tok 125254 techmean 2.537213737867291
top html [(123, 5.333333333333333, 4.0, 10732), (127, 2.985074626865672, 0.0, 67883), (1142, 2.768729641693811, 3.517915309446254, 13746), (1165, 2.23728813559322, 2.8813559322033897, 138845), (1165, 2.22972972972973, 2.8716216216216215, 116189), (4518, 1.167624944714728, 0.4865103936311367, 149665), (4518, 1.16710875331565, 0.48629531388152075, 127009), (443, 1.098901098901099, 3.663003663003663, 88358), (555, 1.0273972602739727, 4.109589041095891, 28721), (556, 0.847457627118644, 2.768361581920904, 91439)]
v3t130 tech docs 3798 tokens 3634623 html docs 48 html tok 108113 techmean 2.371214962703947
top html [(123, 5.333333333333333, 4.0, 10732), (127, 2.985074626865672, 0.0, 67883), (1142, 2.768729641693811, 3.517915309446254, 13746), (1165, 2.23728813559322, 2.8813559322033897, 138845), (1165, 2.22972972972973, 2.8716216216216215, 116189), (222, 1.7699115044247788, 3.5398230088495577, 166395), (4518, 1.167624944714728, 0.4865103936311367, 149665), (4518, 1.16710875331565, 0.48629531388152075, 127009), (443, 1.098901098901099, 3.663003663003663, 88358), (555, 1.0273972602739727, 4.109589041095891, 28721)]

#140

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/make_exp.py\\n@@\\n-        if mode.startswith(('v2','v3')):\\n-            qual=qual3 if mode.startswith('v3') else qual2\\n+        if mode.startswith(('v2','v3','v4')):\\n+            qual=qual3 if mode.startswith(('v3','v4')) else qual2\\n@@\\n-            if mode.startswith(('v2','v3')):\\n-                bonus=[.06*np.log1p(wiki[dk]),np.zeros(len(dk)),.04*np.log1p(news[dk]),\\n-                       .05*np.log1p(tech[dk])+.025*np.log1p(html[dk])][k]\\n+            if mode.startswith(('v2','v3','v4')):\\n+                tb=(.12*np.log1p(tech[dk])+.12*np.log1p(html[dk])) if mode.startswith('v4') else (.05*np.log1p(tech[dk])+.025*np.log1p(html[dk]))\\n+                bonus=[.06*np.log1p(wiki[dk]),np.zeros(len(dk)),.04*np.log1p(news[dk]),tb][k]\\n@@\\n         if mode=='v3_w140t130': weights=[1.40,1,1,1.30]\\n+        if mode=='v4_tech130': weights=[1,1,1,1.30]\\n+        if mode=='v4_w120t130': weights=[1.20,1,1,1.30]\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
{}

#141

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python make_exp.py v4_tech130 experiments/v4t130.json && python make_exp.py v4_w120t130 experiments/v4w120t130.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000});\ntext(r.output);\nif (r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}

exec result

Script completed
Wall time 1.3 seconds
Output:
experiments/v4t130.json 170263
SESSION_ID=31473

#142

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:31473,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.1 seconds
Output:
experiments/v4w120t130.json 170263

#143

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport pickle,json,numpy as np\\nex=pickle.load(open('extra.pkl','rb')); p=pickle.load(open('scores.pkl','rb'))['probs']; le=np.load('token_lengths.npy')\\nfor fn in ['v3t130','v4t130']:\\n s=json.load(open('experiments/'+fn+'.json'));tot=0; vals=[]\\n for d in s:\\n  if p[d].argmax()==3: vals.append((le[d],float(ex[d,3]),float(ex[d,2])))\\n  tot+=le[d]\\n  if tot>=12e6:break\\n print(fn,len(vals),sum(x[0] for x in vals),sum(x[1]>0 for x in vals),sum(x[0] for x in vals if x[1]>0),np.average([x[2] for x in vals],weights=[x[0] for x in vals]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.8 seconds
Output:
v3t130 3798 3634623 48 108113 2.371214962703947
v4t130 3786 3626445 50 111095 2.425749935288657

#144

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport pickle,numpy as np\\nz=pickle.load(open('scores.pkl','rb'));p=z['probs'];e=pickle.load(open('extra.pkl','rb')); html=np.asarray(e[:,3],float);tech=np.asarray(e[:,2],float)\\nfor cond in [html>0,tech>2,tech>5]: print(np.bincount(p[cond].argmax(1),minlength=4),cond.sum())\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.8 seconds
Output:
[ 16 172   3  87] 278
[ 136 3808   97 3546] 7587
[   8  456    9 1168] 1641

#145

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport pickle,json,numpy as np\\nex=pickle.load(open('extra.pkl','rb'));p=pickle.load(open('scores.pkl','rb'))['probs'];le=np.load('token_lengths.npy');s=json.load(open('experiments/v3t130.json'));tot=0; C=[]\\nfor d in s:\\n if float(ex[d,3])>0:C.append((d,p[d].argmax(),le[d],float(ex[d,3])))\\n tot+=le[d]\\n if tot>=12e6:break\\nprint(len(C),sum(x[2] for x in C),np.bincount([x[1] for x in C],minlength=4));print(C[:30])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":3000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.7 seconds
Output:
50 118803 [ 0  0  2 48]
[(123985, 3, 8403, 0.8030705639208741), (114704, 3, 113, 0.6896551724137931), (6138, 3, 942, 0.17152658662092624), (147296, 3, 2054, 0.3262642740619902), (124640, 3, 2054, 0.32599837000814996), (170049, 3, 6884, 0.04392708104546453), (28721, 3, 555, 1.0273972602739727), (86993, 3, 359, 0.36363636363636365), (88358, 3, 443, 1.098901098901099), (179273, 3, 2178, 0.06802721088435375), (121934, 3, 2877, 0.3392226148409894), (74038, 3, 1073, 0.25), (14810, 3, 614, 0.25906735751295334), (160568, 3, 3290, 0.16638935108153077), (91439, 3, 556, 0.847457627118644), (179233, 3, 957, 0.45248868778280543), (165947, 3, 3292, 0.10454783063251437), (180473, 3, 7366, 0.04536771728748806), (138845, 3, 1165, 2.23728813559322), (181532, 3, 1258, 0.25906735751295334), (116189, 3, 1165, 2.22972972972973), (13746, 3, 1142, 2.768729641693811), (170018, 3, 5042, 0.04342162396873643), (180877, 3, 4510, 0.22238425082026977), (130351, 3, 3464, 0.13183915622940012), (153007, 3, 3464, 0.1314060446780552), (103647, 3, 1371, 0.09551098376313276), (161864, 3, 5591, 0.15804030027657054), (10732, 3, 123, 5.333333333333333), (161875, 3, 1188, 0.25380710659898476)]

#146

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:95439,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 105
Wall time 11.0 seconds
Output:

#147

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "105",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}

wait result

Script completed
Wall time 14.7 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 170263 ids -> /tmp/dev_train.npy
HELDOUT_PPL 311.754  loss 5.7422  train_s 55  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)

#148

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:95439,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}

exec result

Script running with cell ID 106
Wall time 11.0 seconds
Output:

#149

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "106",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}

wait result

Script completed
Wall time 8.1 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 170263 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:95439,chars:\"\",yield_time_ms:30000,max_output_tokens:10000});\ntext(r.output);\n"
}

exec result

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