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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
210
duration
1h
recorded
2026-08-04

run iddclm-nano-curation__z2rZFLJ

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

download JSON ↗
codexgpt-5.6-sol232 turns22 narration210 reasoning210 action210 observation1 final
#51
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:81373,chars:\"\",yield_time_ms:30000,max_output_tokens:4000}); text(r.output); text(JSON.stringify({session_id:r.session_id,exit_code:r.exit_code,wall:r.wall_time_seconds}));\n"
}
exec result
Script running with cell ID 32
Wall time 11.0 seconds
Output:
#52
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "32",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 3.4 seconds
Output:
scored 180000
quality quantiles [-4.         -0.56173377 -0.21440266  0.00886715  0.16549338  0.60148731]
random 40000 est M tok 41.8
q 50000 est M tok 48.6
qh 50000 est M tok 46.9
qhsp 50000 est M tok 45.0
balanced 43036 est M tok 35.0
balanced chars/domain [35885350. 35872632. 35871986. 35871808.]
balanced0.45 40431 est M tok 35.0
balanced0.75 41837 est M tok 35.0
{"exit_code":0,"wall":17.30555431}
#53
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python -u - <<'PY'\\nimport json,numpy as np,collections\\nS=np.load('candidates/scores.npz'); P=S['p']; C=S['chars']; Q=S['q']; H=S['h']\\ntexts={}\\nwanted={}\\nfor name in ['q','qh','qhsp','balanced','balanced0.45','balanced0.75']:\\n a=json.load(open('candidates/'+name+'.json')); n=0; cc=0\\n while n<len(a) and cc<50_000_000: cc+=C[a[n]]; n+=1\\n print(name,'docs@50m',n,'chars',cc,'argmax',np.bincount(P[a[:n]].argmax(1),minlength=4),'meanq',Q[a[:n]].mean(),'meanh',H[a[:n]].mean(),'id>115k',np.mean(np.array(a[:n])>=115000))\\n wanted[name]=a[:12]\\nfor line in open('data/pool.jsonl'):\\n o=json.loads(line)\\n for name,a in wanted.items():\\n  if o['id'] in a: texts[o['id']]=o['text']\\nfor name,a in wanted.items():\\n print('\\\\n########',name)\\n for i in a[:8]: print(i,'q',round(Q[i],2),'h',round(H[i],2),'d',P[i].argmax(),':',texts[i][:180].replace('\\\\n',' '))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":16000,\"tty\":true}); text(JSON.stringify(r));\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
{"chunk_id":"e511ea","wall_time_seconds":1.001320683,"session_id":75045,"original_token_count":219,"output":"q docs@50m 14026 chars 50005966 argmax [2340 7303 3544  839] meanq 0.09335505702576419 meanh 2.1446026336122133 id>115k 0.03536289747611578\r\nqh docs@50m 12283 chars 50000358 argmax [1447 9085 1346  405] meanq -0.007030406365465168 meanh 2.617716124621543 id>115k 0.01001384026703574\r\nqhsp docs@50m 12437 chars 50000049 argmax [1448 9235 1368  386] meanq -0.007756917115622871 meanh 2.6157807425914723 id>115k 0.0\r\nbalanced docs@50m 15874 chars 50002368 argmax [3458 6422 2951 3043] meanq -0.005766809465952753 meanh 2.3983799182238084 id>115k 0.02860022678593927\r\nbalanced0.45 docs@50m 14242 chars 50000461 argmax [2387 7733 2089 2033] meanq -0.0016302957599926523 meanh 2.5152430941051507 id>115k 0.00540654402471563\r\nbalanced0.75 docs@50m 15017 chars 50002185 argmax [2908 7040 2506 2563] meanq -0.0027638276216526408 meanh 2.458804386678826 id>115k 0.014050742491842579\r\n"}
#54
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:75045,chars:\"\",yield_time_ms:10000,max_output_tokens:16000}); text(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:

######## q
58452 q 0.6 h 2.3 d 2 : <|endoftext|>New Delhi: Five new Supreme Court judges were today sworn in, taking the top court’s strength to 28, including the Chief Justice of India. Justices Sanjay Kishan Kaul,
37064 q 0.53 h 2.05 d 2 : The Bharatiya Janata Party (BJP) leaders of the West Bengal unit will meet Union Home Minister Rajnath Singh on Thursday to lodge protest against the vandalising of its party headq
102696 q 0.51 h 1.86 d 2 :  Chief age row: PM meets Antony Against the backdrop of the age controversy of Army Chief V K Singh, PM Manmohan Singh held a half hour meeting with Defence Minister A K Antony. Ne
41027 q 0.51 h 2.08 d 2 : Jammu, Sep 30 (IANS) Pakistan continued to violate ceasefire along the Line of Control (LoC) in Jammu and Kashmir’s Poonch district for the seventh consecutive day on Wednesday. De
37522 q 0.5 h 2.02 d 2 : Prime Minister Imran Khan on Thursday congratulated India’s premier Narendra Modi on his victory in the country's national elections. "I congratulate Prime Minister Modi on the ele
8287 q 0.46 h 2.19 d 2 : China has told North Korean companies operating in its territory to close down as it implements United Nations sanctions against the reclusive state. The companies will be shut by 
132636 q 0.45 h 1.55 d 3 : Generics Base class constraints, C# - rextester Run Code | Code Wall | Users | Misc | Feedback | About | Login | Theme | Privacy Generics Base class constraints //Title of this cod
155292 q 0.45 h 1.55 d 3 : Generics Base class constraints, C# - rextester Run Code | Code Wall | Users | Misc | Feedback | About | Login | Theme | Privacy Generics Base class constraints //Title of this cod

######## qh
45266 q 0.37 h 2.77 d 3 : 'm interested in approaches that avoids code in the code behind. In my opinion, there are some cases where code must be placed in the code behind. For example: I have a grid with a
2264 q 0.33 h 2.77 d 2 : Guwahati, Jan. 16: Bongaigaon today made it to the semi-finals of the Umananda Bora Trophy inter-district (under-13) cricket tournament defeating Kokrajhar by three wickets in the 
67978 q 0.35 h 2.73 d 2 : New Delhi, March 1 (IANS) AIADMK members on Tuesday created a ruckus in the Rajya Sabha demanding action against former finance minister P. Chidambaram’s son Karthi Chidambaram. AI
30265 q 0.4 h 2.63 d 2 : . S. Gill |Dr. Manmohan Singh Gill| |Chief Election Commissioner of India| |Preceded by||T.N. Seshan| |Succeeded by||J.M. Lyngdoh| |Born||14 June 1936| Dr. M. S. Gill (born 14 June
44319 q 0.39 h 2.64 d 2 : ALIGARH December 13: The Vice Chancellor of Aligarh Muslim University, Lt. Gen. Zameer Uddin Shah has appointed Prof. Mohd. Mohsin Khan, Department of Commerce as Proctor of the Al
58452 q 0.6 h 2.3 d 2 : <|endoftext|>New Delhi: Five new Supreme Court judges were today sworn in, taking the top court’s strength to 28, including the Chief Justice of India. Justices Sanjay Kishan Kaul,
103973 q 0.4 h 2.61 d 2 : pur: Prime Minister Manmohan Singh on Friday kicked off the Congress campaign from Kanpur on Friday. Addressing the crowds, he said, "We have sent funds under various national sche
14644 q 0.44 h 2.52 d 0 : The War In 1861 In response to popular cries of On to Richmond, a Union army under Brigadier General Irvin McDowell began on July 16 a slow advance from near Washington toward the 

######## qhsp
45266 q 0.37 h 2.77 d 3 : 'm interested in approaches that avoids code in the code behind. In my opinion, there are some cases where code must be placed in the code behind. For example: I have a grid with a
2264 q 0.33 h 2.77 d 2 : Guwahati, Jan. 16: Bongaigaon today made it to the semi-finals of the Umananda Bora Trophy inter-district (under-13) cricket tournament defeating Kokrajhar by three wickets in the 
67978 q 0.35 h 2.73 d 2 : New Delhi, March 1 (IANS) AIADMK members on Tuesday created a ruckus in the Rajya Sabha demanding action against former finance minister P. Chidambaram’s son Karthi Chidambaram. AI
30265 q 0.4 h 2.63 d 2 : . S. Gill |Dr. Manmohan Singh Gill| |Chief Election Commissioner of India| |Preceded by||T.N. Seshan| |Succeeded by||J.M. Lyngdoh| |Born||14 June 1936| Dr. M. S. Gill (born 14 June
44319 q 0.39 h 2.64 d 2 : ALIGARH December 13: The Vice Chancellor of Aligarh Muslim University, Lt. Gen. Zameer Uddin Shah has appointed Prof. Mohd. Mohsin Khan, Department of Commerce as Proctor of the Al
58452 q 0.6 h 2.3 d 2 : <|endoftext|>New Delhi: Five new Supreme Court judges were today sworn in, taking the top court’s strength to 28, including the Chief Justice of India. Justices Sanjay Kishan Kaul,
103973 q 0.4 h 2.61 d 2 : pur: Prime Minister Manmohan Singh on Friday kicked off the Congress campaign from Kanpur on Friday. Addressing the crowds, he said, "We have sent funds under various national sche
14644 q 0.44 h 2.52 d 0 : The War In 1861 In response to popular cries of On to Richmond, a Union army under Brigadier General Irvin McDowell began on July 16 a slow advance from near Washington toward the 

######## balanced
87261 q 0.33 h 2.35 d 0 :  for her role as Brittany on the BET comedy-drama series The Game. She appeared in 16 episodes of the series between 2006 and 2009. She earned her first professional acting credit 
48383 q 0.06 h 2.82 d 1 :  Pittsburgh Steelers are preparing to play in Super Bowl XLV on Sunday thanks to a 24-19 victory over the New York Jets in the AFC Championship game. "We were more prepared (than t
103973 q 0.4 h 2.61 d 2 : pur: Prime Minister Manmohan Singh on Friday kicked off the Congress campaign from Kanpur on Friday. Addressing the crowds, he said, "We have sent funds under various national sche
45266 q 0.37 h 2.77 d 3 : 'm interested in approaches that avoids code in the code behind. In my opinion, there are some cases where code must be placed in the code behind. For example: I have a grid with a
14644 q 0.44 h 2.52 d 0 : The War In 1861 In response to popular cries of On to Richmond, a Union army under Brigadier General Irvin McDowell began on July 16 a slow advance from near Washington toward the 
10375 q 0.37 h 2.47 d 3 : '|' = 'or'. So, if you want check if variable equals 1,5 or 8, just write + System -> if Variable1 = 1 | 5 | 8|... It doesn't seem to understand what numbers I'm talking about. Sys
89381 q 0.21 h 2.69 d 3 : <|endoftext|>How do I clear a mysql database? How to select all paragraph elements with a lang attribute? 1.what is the vesition managment. What are the main characteristics of dat
76107 q 0.4 h 2.46 d 0 : Major Bhupinder Singh In sept. 1965, Major Bhupinder Singh commanded the "B" squadron of the 4 Horse against Pakistani forces. On the 11th Sept. he successfully led his forces in c

######## balanced0.45
14644 q 0.44 h 2.52 d 0 : The War In 1861 In response to popular cries of On to Richmond, a Union army under Brigadier General Irvin McDowell began on July 16 a slow advance from near Washington toward the 
7641 q 0.11 h 2.84 d 1 : How Will Obama's Israel Visit Play Out at Home?3/21/2013 4:49PM President Obama made a public appeal for sacrifice in the name of peace during his visit to Israel. How will the vis
103973 q 0.4 h 2.61 d 2 : pur: Prime Minister Manmohan Singh on Friday kicked off the Congress campaign from Kanpur on Friday. Addressing the crowds, he said, "We have sent funds under various national sche
45266 q 0.37 h 2.77 d 3 : 'm interested in approaches that avoids code in the code behind. In my opinion, there are some cases where code must be placed in the code behind. For example: I have a grid with a
10375 q 0.37 h 2.47 d 3 : '|' = 'or'. So, if you want check if variable equals 1,5 or 8, just write + System -> if Variable1 = 1 | 5 | 8|... It doesn't seem to understand what numbers I'm talking about. Sys
82269 q 0.37 h 2.63 d 0 : Hill 303 massacre |Hill 303 massacre| Bodies of massacre victims gathered near Waegwan, South Korea, many with their hands still bound |Location||Hill 303, Waegwan, South Korea| |D
89381 q 0.21 h 2.69 d 3 : <|endoftext|>How do I clear a mysql database? How to select all paragraph elements with a lang attribute? 1.what is the vesition managment. What are the main characteristics of dat
58452 q 0.6 h 2.3 d 2 : <|endoftext|>New Delhi: Five new Supreme Court judges were today sworn in, taking the top court’s strength to 28, including the Chief Justice of India. Justices Sanjay Kishan Kaul,

######## balanced0.75
14644 q 0.44 h 2.52 d 0 : The War In 1861 In response to popular cries of On to Richmond, a Union army under Brigadier General Irvin McDowell began on July 16 a slow advance from near Washington toward the 
7641 q 0.11 h 2.84 d 1 : How Will Obama's Israel Visit Play Out at Home?3/21/2013 4:49PM President Obama made a public appeal for sacrifice in the name of peace during his visit to Israel. How will the vis
103973 q 0.4 h 2.61 d 2 : pur: Prime Minister Manmohan Singh on Friday kicked off the Congress campaign from Kanpur on Friday. Addressing the crowds, he said, "We have sent funds under various national sche
45266 q 0.37 h 2.77 d 3 : 'm interested in approaches that avoids code in the code behind. In my opinion, there are some cases where code must be placed in the code behind. For example: I have a grid with a
10375 q 0.37 h 2.47 d 3 : '|' = 'or'. So, if you want check if variable equals 1,5 or 8, just write + System -> if Variable1 = 1 | 5 | 8|... It doesn't seem to understand what numbers I'm talking about. Sys
87261 q 0.33 h 2.35 d 0 :  for her role as Brittany on the BET comedy-drama series The Game. She appeared in 16 episodes of the series between 2006 and 2009. She earned her first professional acting credit 
89381 q 0.21 h 2.69 d 3 : <|endoftext|>How do I clear a mysql database? How to select all paragraph elements with a lang attribute? 1.what is the vesition managment. What are the main characteristics of dat
76107 q 0.4 h 2.46 d 0 : Major Bhupinder Singh In sept. 1965, Major Bhupinder Singh commanded the "B" squadron of the 4 Horse against Pakistani forces. On the 11th Sept. he successfully led his forces in c
#55
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.update_plan({explanation:\"Corpus/reference scoring is complete; moving to controlled frozen-pipeline comparisons.\",plan:[\n{step:\"Inspect timer, corpus schema/statistics, tokenizer, and frozen training behavior\",status:\"completed\"},\n{step:\"Develop document quality/domain/diversity scoring and generate candidate rankings\",status:\"completed\"},\n{step:\"Evaluate candidates on the disclosed dev target and refine\",status:\"in_progress\"},\n{step:\"Produce final selection, reproducible curate.py, claim.md, and validate deliverables\",status:\"pending\"}]});\ntext(r);\nconst e = await tools.exec_command({cmd:\"env USE_TF=0 USE_FLAX=0 TRANSFORMERS_OFFLINE=1 bash dev_eval.sh candidates/qhsp.json | tee candidates/qhsp.eval\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000,\"tty\":true}); text(JSON.stringify(e));\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
{}{"chunk_id":"648d8c","wall_time_seconds":1.001832343,"session_id":25477,"original_token_count":0,"output":""}
#56
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:25477,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); text(JSON.stringify({session_id:r.session_id,exit_code:r.exit_code,wall:r.wall_time_seconds}));\n"
}
exec result
Script running with cell ID 36
Wall time 11.0 seconds
Output:
#57
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "36",
  "yield_time_ms": 30000,
  "max_tokens": 4000
}
wait result
Script completed
Wall time 15.8 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/dev_train.npy
{"session_id":25477,"wall":30.000980753}
#58
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:25477,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); text(JSON.stringify({session_id:r.session_id,exit_code:r.exit_code,wall:r.wall_time_seconds}));\n"
}
exec result
Script running with cell ID 37
Wall time 11.1 seconds
Output:
#59
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "37",
  "yield_time_ms": 30000,
  "max_tokens": 4000
}
wait result
Script completed
Wall time 16.3 seconds
Output:
{"session_id":25477,"wall":30.001914977}
#60
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:25477,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); text(JSON.stringify({session_id:r.session_id,exit_code:r.exit_code,wall:r.wall_time_seconds}));\n"
}
exec result
Script completed
Wall time 6.6 seconds
Output:
HELDOUT_PPL 465.344  loss 6.1428  train_s 54  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
{"exit_code":0,"wall":6.572472942}
#61
narration

The first curated run finished at dev perplexity 465.34. That is our unbalanced high-quality/reference-matched candidate; next I’m testing the same quality criterion with explicit four-register coverage, which isolates whether diversity outweighs a small reduction in average document score.

#62
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"env USE_TF=0 USE_FLAX=0 TRANSFORMERS_OFFLINE=1 bash dev_eval.sh candidates/balanced0.45.json | tee candidates/balanced0.45.eval\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000,\"tty\":true}); text(JSON.stringify(r));\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
{"chunk_id":"cfed87","wall_time_seconds":1.001543497,"session_id":5023,"original_token_count":0,"output":""}
#63
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:5023,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); text(JSON.stringify({session_id:r.session_id,exit_code:r.exit_code,wall:r.wall_time_seconds}));\n"
}
exec result
Script running with cell ID 40
Wall time 11.1 seconds
Output:
#64
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "40",
  "yield_time_ms": 30000,
  "max_tokens": 4000
}
wait result
Script completed
Wall time 15.7 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 40431 ids -> /tmp/dev_train.npy
{"session_id":5023,"wall":30.0014086}
#65
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:5023,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); text(JSON.stringify({session_id:r.session_id,exit_code:r.exit_code,wall:r.wall_time_seconds}));\n"
}
exec result
Script running with cell ID 41
Wall time 11.0 seconds
Output:
#66
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "41",
  "yield_time_ms": 30000,
  "max_tokens": 4000
}
wait result
Script completed
Wall time 16.4 seconds
Output:
{"session_id":5023,"wall":30.001171218}
#67
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:5023,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); text(JSON.stringify({session_id:r.session_id,exit_code:r.exit_code,wall:r.wall_time_seconds}));\n"
}
exec result
Script running with cell ID 42
Wall time 11.1 seconds
Output:
#68
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "42",
  "yield_time_ms": 30000,
  "max_tokens": 4000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
HELDOUT_PPL 370.412  loss 5.9146  train_s 53  /tmp/dev_train.npy
(dev PPL on multi_dev; official uses a hidden disjoint sample of the same HQ domain)
{"exit_code":0,"wall":14.378993111}
#69
narration

Balancing is decisively better: dev perplexity dropped from 465.34 to 370.41. I’m tightening domain affinity within the same 25%-per-register schedule now; the goal is to find the point where cleaner specialization helps without admitting low-quality pages merely because they look technical or encyclopedic.

#70
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"env USE_TF=0 USE_FLAX=0 TRANSFORMERS_OFFLINE=1 bash dev_eval.sh candidates/balanced0.75.json | tee candidates/balanced0.75.eval\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":3000,\"tty\":true}); text(JSON.stringify(r));\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
{"chunk_id":"f8f009","wall_time_seconds":1.001978764,"session_id":59853,"original_token_count":0,"output":""}
#71
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:59853,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); text(JSON.stringify({session_id:r.session_id,exit_code:r.exit_code,wall:r.wall_time_seconds}));\n"
}
exec result
Script running with cell ID 44
Wall time 11.1 seconds
Output:
#72
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "44",
  "yield_time_ms": 30000,
  "max_tokens": 4000
}
wait result
Script completed
Wall time 15.9 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 41837 ids -> /tmp/dev_train.npy
{"session_id":59853,"wall":30.001378058}
#73
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:59853,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); text(JSON.stringify({session_id:r.session_id,exit_code:r.exit_code,wall:r.wall_time_seconds}));\n"
}
exec result
Script running with cell ID 45
Wall time 11.0 seconds
Output:
#74
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "45",
  "yield_time_ms": 30000,
  "max_tokens": 4000
}
wait result
Script completed
Wall time 15.4 seconds
Output:
{"session_id":59853,"wall":30.001475968}
#75
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:59853,chars:\"\",yield_time_ms:30000,max_output_tokens:3000}); text(r.output); text(JSON.stringify({session_id:r.session_id,exit_code:r.exit_code,wall:r.wall_time_seconds}));\n"
}
exec result
Script running with cell ID 46
Wall time 11.0 seconds
Output: