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: 187
duration: 50m
recorded: 2026-08-03

run iddclm-nano-curation__XWHDKVK

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

download JSON ↗

codexgpt-5.6-sol198 turns11 narration187 reasoning187 action187 observation1 final

#26

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "19",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 10.0 seconds
Output:
SESSION_ID=83541

#27

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83541,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 20
Wall time 11.0 seconds
Output:

#28

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "20",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 16.5 seconds
Output:
SESSION_ID=83541

#29

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83541,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 21
Wall time 11.0 seconds
Output:

#30

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "21",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 16.5 seconds
Output:
background 182016 944416 16930888
SESSION_ID=83541

#31

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83541,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 22
Wall time 11.0 seconds
Output:

#32

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "22",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 16.5 seconds
Output:
SESSION_ID=83541

#33

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83541,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 23
Wall time 11.0 seconds
Output:

#34

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "23",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 16.6 seconds
Output:
SESSION_ID=83541

#35

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83541,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 24
Wall time 11.0 seconds
Output:

#36

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "24",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 17.0 seconds
Output:
SESSION_ID=83541

#37

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83541,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 25
Wall time 11.0 seconds
Output:

#38

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "25",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 15.8 seconds
Output:
SESSION_ID=83541

#39

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83541,chars:\"\",yield_time_ms\":30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script failed
Wall time 0.0 seconds
Output:
Script error:
SyntaxError: Invalid or unexpected token

#40

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83541,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 27
Wall time 11.0 seconds
Output:

#41

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "27",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 16.6 seconds
Output:
SESSION_ID=83541

#42

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"ps -o pid,etime,%cpu,%mem,rss,cmd -p 83541 $(pgrep -f '/tmp/score.py' | head -1); ls -lh /tmp/scores.tsv 2>/dev/null; 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:
  PID     ELAPSED %CPU %MEM   RSS CMD
  867       04:53 94.8  0.6 6678792 python /tmp/score.py
4829

#43

narration

The first scorer is doing a full two-pass analysis of all 773 MB and is slower than expected, but it is still within budget and will only be run once. The learned signal combines target-vs-crawl word/bigram likelihood with boilerplate, repetition, markup, and document-length penalties; I’ll inspect its top-ranked examples before spending training runs on it.

#44

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83541,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 29
Wall time 11.0 seconds
Output:

#45

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "29",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 16.9 seconds
Output:
SESSION_ID=83541

#46

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83541,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 30
Wall time 11.0 seconds
Output:

#47

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "30",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}

wait result

Script completed
Wall time 5.3 seconds
Output:
wrote 182016

#48

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "let{output,...rest}=await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np,json,heapq\\nr=np.loadtxt('/tmp/scores.tsv')\\nfor j,n in enumerate(['len','qual','wiki','web','news','qa'],1):\\n print(n,np.quantile(r[:,j],[0,.01,.1,.5,.9,.95,.99,1]))\\n# load text dict only top IDs per raw each\\ntops={}\\nfor j,n in enumerate(['qual','wiki','web','news','qa'],2):\\n ids=r[np.argsort(r[:,j])[-12:],0].astype(int)[::-1]; tops[n]=ids\\nwant=set(np.concatenate(list(tops.values()))); texts={}\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line)\\n if d['id'] in want:texts[d['id']]=d['text'].replace('\\\\n',' ')\\nfor n,ids in tops.items():\\n print('\\\\n###',n)\\n for i in ids: print(i,repr(texts[i][:240]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":16000});text(rest);text(output)\n"
}

exec result

Script completed
Wall time 3.4 seconds
Output:
{"chunk_id":"a85885","wall_time_seconds":3.20660374,"exit_code":0,"original_token_count":2285}len [2.000000e+00 1.600000e+02 5.610000e+02 2.246000e+03 8.458000e+03
 1.306425e+04 3.487400e+04 5.225730e+05]
qual [-2.14053907e+02 -1.65837767e+00 -8.90755865e-01 -3.64253804e-01
 -1.86273522e-02  5.68956700e-02  1.81445204e-01  5.13056746e-01]
wiki [-2.29071875 -0.49180622 -0.26059453  0.00744165  0.26761706  0.34470903
  0.51044935  1.28718381]
web [-1.12855595 -0.10561225  0.09944692  0.30606222  0.49894575  0.549481
  0.64384514  1.61860359]
news [-1.13241155 -0.15651687  0.01054565  0.15474445  0.31375547  0.36938086
  0.4939843   2.0274525 ]
qa [-0.92030886 -0.30125557 -0.12885047  0.12979977  0.4477898   0.58683065
  0.91232782  2.15925466]

### qual
41186 'Amarnath Yatra 2017 Amarnath Yatra 2017 News Jammu and Kashmir police said three people, alleged conspirators in the 10 July attack on Amarnath pilgrims, have been arrested by its SIT As many as 813 pilgrims on Thursday paid obeisance at th'
3196 'DMK chief MK Stalin on Sunday hit out at the Election Commission for not announcing by-elections to two Tamil Nadu assembly constituencies citing monsoon as the reason and said it was not a ‘justifiable’ decision. Expressing ‘surprise’ at t'
57336 'Islamabad, December 25: Indian death row prisoner Kulbhushan Jadhav’s wife and mother arrived in Islamabad for a meeting with him at the Pakistan foreign affairs ministry, officials said. TV footage showed a convoy of around seven vehicles '
37064 '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 headquarters office in the state by the Trinamool Congress (TMC) '
3475 'Anglo-Dutch Wars, also called Dutch Wars, Dutch Engelse Oorlogen, four 17th- and 18th-century naval conflicts between England and the Dutch Republic. The first three wars, stemming from commercial rivalry, established England’s naval might,'
37522 '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 electoral victory of BJP and allies. Look forward to working wi'
6400 'Lucknow (Uttar Pradesh),[India]: A day after he was declared the rightful owner of the Samajwadi Party’s ‘cycle’ symbol, Uttar Pradesh Chief Minister Akhilesh Yadav on Tuesday rubbished reports suggesting an increasing rift between him and '
18843 'This is Modi’s ‘Start-up India’, ‘Make in India’, he says on charges against Jay Shah Congress vice president Rahul Gandhi on Monday questioned Prime Minister Narendra Modi’s “silence” on a media report alleging that a company owned by the '
4620 '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 paramilitary force in the state. “We would launch an indefinite ‘satyagraha’ (non-'
76107 '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 cutting of the enemy retreat along the Gadgor-Phillora road. '
66736 'The Director General of Military Operations for the Pakistani Army spoke with his Indian counterpart via telephone on Wednesday – and denied New Delhi’s claim that Pakistani troops killed their two soldiers in a cross border raid. Pakistani'
88388 'Will the Bharatiya Janata Party (BJP) lose Gopinath Munde, one of its seniormost leaders in Maharashtra, to the Congress? Political circles are abuzz with speculation that Munde, the deputy leader in Lok Sabha, might move to the Congress. M'

### wiki
156504 '-weekly recurring'
144239 'RVTC | River Valley Theatre | Community Theater | United States'
121583 'RVTC | River Valley Theatre | Community Theater | United States'
125786 'New York Stage and Film'
87261 ' 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 on the show Girlfriends, which was the inspiration for the s'
138965 'Forgotten Hope - News Archive Search Archives: 2019 April March February January 2018 December November October September August July June May April March February January 2017 December November October September August July June May April '
116309 'Forgotten Hope - News Archive Search Archives: 2019 April March February January 2018 December November October September August July June May April March February January 2017 December November October September August July June May April '
116336 'South Haven Christian School | Springfield TN'
138992 'South Haven Christian School | Springfield TN'
82269 '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| |Date||August 17, 1950 |Target||U.S. Army prisoners of war| |D'
136065 '.<|endoftext|>the Keitai Goddess Tagged entries: New ad for new mag Thursday, November 23, 2006 Keitai tour of Singapore Wednesday, November 01, 2006 View from my desk - redux Wednesday, October 04, 2006 Paul! Friday, September 22, 2006 カメラ'
158721 'Tagged entries: New ad for new mag Thursday, November 23, 2006 Keitai tour of Singapore Wednesday, November 01, 2006 View from my desk - redux Wednesday, October 04, 2006 Paul! Friday, September 22, 2006 カメラ辞典 Thursday, August 31, 2006 Show'

### web
133848 'about.me'
175397 ' that you don’t find … Continue reading →<|endoftext|>JahQuest Brazilian'
160723 ' who like an'
164261 '. Thank you!<|endoftext|>We are closing down. Thank you all for being with us'
6656 'Well, I made myself a blog I’ve been thinking of doing this for a while, largely as a journalling exercise for myself. I’m not writing for an audience here, so I’m not concerned with what other people think about what I put down here. 🙂 I d'
80847 '<|endoftext|>Ah yes, you are beginning to suspect it. Your resume is the reason why you can’t seem to get any programming interview no matter how hard you try. And when you talk to recruiters, oh do they give you the run around! Someone sho'
160443 'Click here to proceed.'
161890 'Click here to proceed.'
26059 'That’s okay! Your struggles are valid. I believe in you!! You can do the thing!!! If you, in fact, cannot do the thing, then that’s okay too. You are loved, valid, and stronger than you know. You’re doing the best you can, and that’s enough'
83683 ' everyone. I’m sorry that I haven’t posted anything recently but I’ve been dealing with a loss and just haven’t felt like writing. I haven’t even felt like painting my nails. It’s that bad. I hope you all will stick with me and not go away.'
4176 'Cowboys owner Jerry Jones said the offensive line is an area that can, and will, improve. He is putting faith in offensive line coach Bill Callahan. Asked what can be done to help the offensive line, Jones, said, “Well, what do you mean by '
90585 '71 Unique Photograph Of Great Skills to Put On A Resume – Delightful to see you, with this time I am going to provide you with in relation to great skills to put on a resume. Good Skills To Put A Resume SampleBusinessResume source samplebus'

### news
175850 ' 2019. All Rights Reserved'
150763 ' All Rights Reserved.<|endoftext|>'
133680 ' All Rights Reserved.<|endoftext|>'
164049 'co.uk. All Rights Reserved'
153312 ' All rights reserved.<|endoftext|>SOTRAW'
173940 ' facebook instagram '
174218 ' Rights Reserved.<|endoftext|>Stickman Doctors'
147208 ' Flag Counter Home Country List FAQ Forum Overview | Details | today | Yesterday | History | Flag Map | Upgrade Create a free counter! Last Week | Last Month | Last 3 Months Page: < 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 2'
124552 ' Privacy Policy<|endoftext|>Flag Counter » History Flag Counter Home Country List FAQ Forum Overview | Details | today | Yesterday | History | Flag Map | Upgrade Create a free counter! Last Week | Last Month | Last 3 Months Page: < 1 2 3 4 '
117609 'NBA | Off the Glass'
140265 'NBA | Off the Glass'
132799 ' - All Rights Reserved<|endoftext|>CRW_1168 <'

### qa
165601 'data); } }); }'
149596 'Can not fopen please check the file or PHP.INI'
126940 'Can not fopen please check the file or PHP.INI'
140071 'You need to enable JavaScript to run this app.'
117415 'You need to enable JavaScript to run this app.'
148442 ' cookies, see here:'
142179 ' not fopen please check the file or PHP.INI<|endoftext|>'
119523 ' not fopen please check the file or PHP.INI<|endoftext|>'
174026 ' Leo Ruickbie | All Rights Reserved<|endoftext|>Championship of USSR(Young Masters)- Batoumi 1969 Rk Name 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 P 1 Georgadze T. * 1 1/2 1/2 1 1 1/2 0 0 1 1 1 1 1/2 1/2 1 10.5 2 Anikaev Y. 0 * 1/2 0 1 1 1 1/'
136648 '.<|endoftext|>Can not fopen please check the file or PHP.'
125761 'open please check the file or PHP.INI<|endoftext|>MLM'
119635 'open please check the file or PHP.INI<|endoftext|>Vampire'

#49

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport numpy as np,json\\nr=np.loadtxt('/tmp/scores.tsv'); ok=(r[:,1]>=700)&(r[:,1]<=30000)\\nr=r[ok]; ids=r[np.argsort(-r[:,2]),0].astype(int).tolist();json.dump(ids,open('/tmp/qual.json','w'));print(len(ids),ids[:20])\\nPY\\nbash dev_eval.sh /tmp/qual.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
153249 [41186, 3196, 57336, 37064, 3475, 37522, 6400, 18843, 4620, 76107, 66736, 88388, 10004, 8633, 12295, 52556, 80709, 21656, 58452, 40136]
SESSION_ID=21118

#50

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:21118,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}

exec result

Script running with cell ID 33
Wall time 11.0 seconds
Output: