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: 269
duration: 1h 12m
recorded: 2026-08-04

run iddclm-nano-curation__SMvDtRx

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

download JSON ↗

codexgpt-5.6-sol283 turns14 narration269 reasoning269 action269 observation1 final

#151

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"while pgrep -f '^python build_candidate.py$' >/dev/null; do sleep 15; tail -1 /tmp/build4.log; done\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1000}); text(r.output)\n"
}

exec result

Script running with cell ID 102
Wall time 11.0 seconds
Output:

#152

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "102",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}

wait result

Script completed
Wall time 11.3 seconds
Output:
150000
150000

#153

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"while pgrep -f '^python build_candidate.py$' >/dev/null; do sleep 10; done; tail -5 /tmp/build4.log\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1000}); text(r.output)\n"
}

exec result

Script running with cell ID 103
Wall time 11.0 seconds
Output:

#154

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "103",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}

wait result

Script completed
Wall time 5.0 seconds
Output:
counts 339860 1208806 4471913 31513976
weights 12039
50000
100000
150000

#155

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json\\nr=json.load(open('/tmp/ranks.json'));ids={x[1] for h in r for x in h[:12]};d={}\\nfor l in open('data/pool.jsonl'):\\n x=json.loads(l)\\n if x['id'] in ids:d[x['id']]=x['text']\\nfor k,h in enumerate(r):\\n print('\\\\n===',k)\\n for score,i,n in h[:10]:print(round(score,2),i,n,' '.join(d[i].split())[:160])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":7000}); text(r.output)\n"
}

exec result

Script completed
Wall time 4.0 seconds
Output:

=== 0
0.85 82269 24054 Hill 303 massacre |Hill 303 massacre| Bodies of massacre victims gathered near Waegwan, South Korea, many with their hands still bound |Location||Hill 303, Waeg
0.79 143847 8842 Conditions<|endoftext|>1st Battalion, 26th Infantry Regiment ï»¿ Subscribe Now ! Sign In Sign Out Home :: Military :: Agencies :: Army :: FORSCOM :: 1st Infantr
0.79 121191 8842 Conditions<|endoftext|>1st Battalion, 26th Infantry Regiment ï»¿ Subscribe Now ! Sign In Sign Out Home :: Military :: Agencies :: Army :: FORSCOM :: 1st Infantr
0.78 86014 6216 <|endoftext|>6th Ranger Battalion |6th Ranger Battalion| WWII Ranger Battalions' shoulder sleeve insignia |Country||United States of America| |Branch||United St
0.78 36908 2198 Thomas Robert Gore Browne |Birthplace:||Aylesbury, Buckinghamshire, England| |Death:||Died in London, England| |Managed by:||Alisdair James Smyth| About Colonel
0.76 46611 3114 <|endoftext|>The Grass Crown (novel) First US edition |Publisher||William Morrow (US) |Media type||Print (Hardback & Paperback)| |Preceded by||The First Man in 
0.75 59426 2878 Biddle Roberts(1825 - 1886) Home State: Pennsylvania Command Billet: Commanding Regiment Branch of Service: Infantry Unit: 1st Pennsylvania Reserves see his Bat
0.73 48368 1175 Division of Menzies Australian House of Representatives Division Division of Menzies (green) in Victoria |Namesake||Sir Robert Menzies| |Area||119 km2 (45.9 sq 
0.73 87261 554 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 professi
0.72 71727 701 National Highway 314 (India) |Length||109 km (68 mi)| |Chhatna - Hura - Landhurka| National Highway 314 (NH 314) starts from Bankura and ends at Purulia, both p

=== 1
0.46 66305 1321 Bradford West Respect MP George Galloway has defended his controversial claim that a sex assault allegation against WikiLeaks campaigner Julian Assange amounted
0.45 81027 2230 uador’s president has lashed out at WikiLeaks founder Julian Assange even as he says his government is working behind the scenes to help him out of the Ecuadore
0.42 40000 3310 Observers give first round to Romney Just as people started filing into the University of Denver’s Ritchie Center to witness the first presidential debate of th
0.4 91431 551 stead, NY (NEWS CENTER)-President Barack Obama and Republican Mitt Romney faced off in a debate crackling with energy and emotion just three weeks before the el
0.39 7625 1207 President Obama would visit Israel in a second term, a top campaign surrogate said. “We can expect him to visit Israel in a second term, should he be reelected,
0.39 94933 1378 Stockholm: Sweden said it did not agree with a UN panel which ruled Friday that WikiLeaks founder Julian Assange's stay in Ecuador's London embassy amounted to 
0.38 94695 3193 ian Assange: Costs of policing Wikileaks founder reach £10m - 6 February 2015 - From the section UK Scotland Yard has spent about £10m providing a 24-hour guard
0.37 48959 1398 NA/Indy Rumors: Moose likely to head to TNA Former ROH star Moose is one of the hottest free agents on the wrestling circuit at the moment. His contract with RO
0.37 6882 543 We're told WWE is bringing in Samuray Del Sol, known for his work in Dragon Gate USA, for a tryout. We ran a story earlier this month that they were interested 
0.37 91419 761 ggie Bush decides to forfeit 2005 Heisman Trophy - ESPN Los Angeles Big story in LA because of the USC presence. Is Reggie being made an example of what the NCA

=== 2
0.97 79735 667 <|endoftext|>India’s PM Narendra Modi has tweeted pictures of his mother’s first visit to his official residence in Delhi. Twitter users have praised Narendra M
0.89 1703 1060 Chennai, April 22 (IANS) In the order issued by the Government of Tamil Nadu, a coordinating committee headed by Chief Minister M.K Stalin has been set up to ho
0.88 58452 1237 <|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
0.86 35773 1934 Hindustan Copper eyes Rs 10,000 crore turnover by FY24 The company earlier this month had also announced its plans to spend Rs 5,500 crore to expand its product
0.81 63115 2547 <|endoftext|>"Dabangg 2", the last big release of 2012, seems to cap the year on a profitable note. The Salman Khan-starrer opened with a record-breaking collec
0.8 66093 1565 interesting survey, done by the Punjab College of Technical Education, Baddowal to check awareness among college students, revealed that 76 per cent of students
0.79 33379 2023 <|endoftext|>Telecom giant Bharti Airtel on Wednesday posted a decline of 28.19 per cent in consolidated net income at Rs 1,006 crore for the fourth quarter end
0.78 63278 1135 leging that Prime Minister Narendra Modi was trying to see there won’t be any Opposition in the country, AICC secretary V Hanumanth Rao said the people were wat
0.77 4620 1370 Agartala, Sep 15 (IANS) The BJP on Tuesday said it would soon launch a stir if Tripura’s Left Front government evicted tribals to set up a firing range for a pa
0.75 37522 1176 Prime Minister Imran Khan on Thursday congratulated India’s premier Narendra Modi on his victory in the country's national elections. "I congratulate Prime Mini

=== 3
1.77 28721 1781 ++ I'm commenting mostly just to bump this excellent piece of advice. Since port is rarely important and I like to use this idiom in addition to running a tradi
1.69 88358 1561 <|endoftext|>OO in the real world.... - Wrench set - Socket Set - Screwdriver set - Pots and pans OO exists in many place in many ways. It is great in situation
1.62 91439 2065 Sorry that this reply is almost boiler-plate, but... - Does that site's usage guidance permit scraping? - Do you have authority/permission to extract data? - Do
1.62 138845 4326 Sciences Community & Beyond<|endoftext|>Wicket 1.4.10 released | Apache Wicket Quick Start Download Documentation Support Contribute Community Apache Wicket 1.4
1.61 116189 4328 .4.10 released | Apache Wicket Quick Start Download Documentation Support Contribute Community Apache Wicket 1.4.10 released 11 Aug 2010 This is the tenth maint
1.56 6138 3373 XForms/Read and write with get and put Sometimes all you need to do is to put a nice user friendly form that edits a single static XML file. In this case a stat
1.53 163054 1850 .<|endoftext|>Per offrire informazioni e servizi nel miglior modo possibile,questo sito utilizza cookie tecnici e analitici. Per maggiori informazioni sui cooki
1.42 180946 657 <|endoftext|>bdlymmgs.com - Database Error Discuz! Database Error (1040) notconnect PHP Debug No. File Line Code 1 forum.php 56 discuz_application->init() 2 sou
1.38 86993 1438 com<|endoftext|>Seems like a pretty complex chunk of code to be trying to jam into the WYSIWYG editor. Stick to the basic headers, paragaphs, unordered lists, e
1.38 166609 68377 Email: Message:<|endoftext|>Index of /felix This is where to find the software developed by the Apache Felix Project. Important Notes: Please download from your

#156

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"cp submission/selection.json /tmp/v3sel.json && python assemble.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1000}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"530474","wall_time_seconds":1.002500629,"session_id":92758,"original_token_count":0,"output":""}

#157

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:92758,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output)\n"
}

exec result

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

#158

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "106",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}

wait result

Script completed
Wall time 15.3 seconds
Output:
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
0 44276
2048 44276
4096 44276
6144 44276
8192 44276
10240 44276
12288 44276
14336 44276
16384 44276
18432 44276
20480 44276
22528 44276
24576 44276
26624 44276

#159

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"while pgrep -f '^python assemble.py$' >/dev/null; do sleep 10; done; python pack_selection.py submission/selection.json /tmp/cand4.npy\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1000}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"7535e9","wall_time_seconds":1.001059695,"session_id":71928,"original_token_count":0,"output":""}

#160

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:71928,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output)\n"
}

exec result

Script running with cell ID 108
Wall time 11.0 seconds
Output:

#161

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "108",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}

wait result

Script completed
Wall time 10.1 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (1903 > 1024). Running this sequence through the model will result in indexing errors

#162

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"while pgrep -f '^python pack_selection.py' >/dev/null; do sleep 10; done; python train_nano.py --train_npy /tmp/cand4.npy --heldout_npy data/multi_dev.npy --out_json /tmp/cand4.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1000}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"c7dfd5","wall_time_seconds":1.001393126,"session_id":15465,"original_token_count":0,"output":""}

#163

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:15465,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output)\n"
}

exec result

Script running with cell ID 110
Wall time 11.0 seconds
Output:

#164

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "110",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}

wait result

Script completed
Wall time 15.3 seconds
Output:

#165

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"while pgrep -f '^python train_nano.py' >/dev/null; do sleep 10; done; cat /tmp/cand4.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1000}); text(r.output)\n"
}

exec result

Script running with cell ID 111
Wall time 11.0 seconds
Output:

#166

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "111",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}

wait result

Script completed
Wall time 10.7 seconds
Output:

#167

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"cat /tmp/cand4.json; cat .timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000}); text(r.output)\n"
}

exec result

Script completed
Wall time 0.1 seconds
Output:
{"train_npy": "/tmp/cand4.npy", "heldout_ppl": 305.5538268000522, "mean_loss": 5.722125955563109, "max_iters": 3000, "seed": 1337, "train_s": 55.8}3107

#168

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"cp train_nano.py /tmp/train_diag.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000}); text(r.output)\n"
}

exec result

Script completed
Wall time 0.1 seconds
Output:

#169

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /tmp/train_diag.py\\n@@\\n mean_loss = sum_loss / max(1, nseen)\\n ppl = math.exp(mean_loss)\\n+for qi in range(4):\\n+    hh=ho[qi*250000:(qi+1)*250000]\\n+    losses=[]\\n+    with torch.no_grad():\\n+      for i in range(0, len(hh)-a.block-1, a.block*a.batch):\\n+        bs=list(range(i,min(len(hh)-a.block-1,i+a.block*a.batch),a.block))\\n+        xx=torch.stack([hh[s:s+a.block] for s in bs]).to(dev); yy=torch.stack([hh[s+1:s+1+a.block] for s in bs]).to(dev)\\n+        with torch.autocast('cuda',dtype=torch.bfloat16): _,ll=model(xx,yy)\\n+        losses += [ll.item()]*len(bs)\\n+    print('QUARTER',qi,sum(losses)/len(losses),math.exp(sum(losses)/len(losses)))\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
{}

#170

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python /tmp/train_diag.py --train_npy /tmp/cand4.npy --heldout_npy data/multi_dev.npy --out_json /tmp/diag.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1000}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"3a3702","wall_time_seconds":1.002412692,"session_id":97766,"original_token_count":0,"output":""}

#171

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:97766,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output)\n"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
Traceback (most recent call last):
  File "/tmp/train_diag.py", line 4, in <module>
    from model import GPT, GPTConfig
ModuleNotFoundError: No module named 'model'

#172

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"PYTHONPATH=/workspace python /tmp/train_diag.py --train_npy /tmp/cand4.npy --heldout_npy data/multi_dev.npy --out_json /tmp/diag.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1000}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"252019","wall_time_seconds":1.001195685,"session_id":88019,"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:88019,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output)\n"
}

exec result

Script running with cell ID 118
Wall time 11.0 seconds
Output:

#174

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "118",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 5.5 seconds
Output:

#175

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"while pgrep -f '^python /tmp/train_diag.py' >/dev/null; do sleep 10; done; cat /tmp/diag.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":2000}); text(r.output)\n"
}

exec result

Script completed
Wall time 10.1 seconds
Output:
{"train_npy": "/tmp/cand4.npy", "heldout_ppl": 305.5538268000522, "mean_loss": 5.722125955563109, "max_iters": 3000, "seed": 1337, "train_s": 55.7}