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: 259
duration: 1h 6m
recorded: 2026-08-03

run iddclm-nano-curation__d9qdiJV

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

download JSON ↗

codexgpt-5.6-sol270 turns11 narration259 reasoning259 action259 observation1 final

#101

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "70",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 15.9 seconds
Output:
{"chunk_id":"cf79e0","wall_time_seconds":30.001806694,"session_id":76211,"original_token_count":0,"output":""}

#102

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:76211,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 71
Wall time 11.0 seconds
Output:

#103

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "71",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 15.8 seconds
Output:
{"chunk_id":"c09438","wall_time_seconds":30.002859093,"session_id":76211,"original_token_count":0,"output":""}

#104

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:76211,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 72
Wall time 11.0 seconds
Output:

#105

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "72",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 3.2 seconds
Output:
{"chunk_id":"f942af","wall_time_seconds":25.43451659,"exit_code":0,"original_token_count":73,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1052 > 1024). Running this sequence through the model will result in indexing errors\r\neligible [20000, 0, 0, 0] selected [14836, 0, 0, 0] estimated exact tokens [13001165, 0, 0, 0] ids 14836\r\n"}

#106

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python pack_selection.py /tmp/candidate_quality.json /tmp/quality.npy && python train_nano.py --train_npy /tmp/quality.npy --heldout_npy data/multi_dev.npy --out_json /tmp/quality_result.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000,\"tty\":true}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"5d5b4d","wall_time_seconds":1.000592274,"session_id":80437,"original_token_count":0,"output":""}

#107

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,re,collections\\ns=json.load(open('/tmp/candidate_quality.json'));want=set(s[:30]);d={}\\nfor l in open('data/pool.jsonl'):\\n o=json.loads(l)\\n if o['id'] in want:d[o['id']]=o['text']\\nprint(collections.Counter(i//20000 for i in s))\\nfor i in s[:30]:print(i,re.sub(r'\\\\s+',' ',d[i])[:260])\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":10000}); text(r.output)\n"
}

exec result

Script completed
Wall time 2.9 seconds
Output:
Counter({3: 2587, 1: 2547, 2: 2546, 4: 2507, 0: 2471, 5: 1803, 7: 136, 8: 133, 6: 95, 9: 11})
130555  Ok<|endoftext|>Find the length of the longest string in MySQL - Electric Toolbox Search: Find the length of the longest string in MySQL Posted in MySql - Last updated May. 09, 2008 There are a number of string functions in MySQL for extracting text, working o
18756 Last year (although it passed pretty quickly) was a very good year for me, as it was filled with lots of travelling, sight seeing, adventures, good food, inspiring people, great books and music. I love to spend my time doing things I love, and those things I l
82468 A long time ago, I learned a strategy that can help one to go far in life. I tried it and it worked for me. It has helped me to get answers where so many people have failed. This strategy is so simple and unlikely that I believe I didn’t try it because I trust
1502 I’ve been at the Jungle for two weeks now — imagine that! I’m still at the very bottom of my new-hire learning curve; every day I come away feeling like the number of things I don’t know is greater than it was the day before. But I’m not worried. Instead I foc
90941  father would have turned 69 last weekend. Sixty nine doesn’t seem that old to me – my grandmother is ninety three and still going strong – but in January, it will be five years since we lost him. I say we lost him, but do we really lose the people who matter 
104502  any thoughts?<|endoftext|>For millennia, secrecy and stealth have been the primary ingredients in the acquisition and maintenance of power within our species. It is how the 1% have ruled, whilst setting the people against each other to keep them from turning 
94700 The Occupy movement has started a conversation here in the United States that’s perhaps overdue. Although often accused of not having an agenda, they do have a unifying agreement on their home page which says in part: The one thing we all have in common is tha
31945  know, getting lost on your street: Posts Tagged ‘way’ Here’s All What’s Left of 1994’s Giant “Gold Mountain” Mural at Romolo Place in North Beach – GraffitiThursday, July 21st, 2016 First, the giant mural of Romolo was all like this: But now it’s all like thi
107758 hold.<|endoftext|>The new book should be with the editor by the end of February at the latest! The first bunch of books I worked on seemed to fly by, the writing was generally easy and things went pretty smooth even though the publishing on Amazon Kindle and C
52975 .<|endoftext|>In 1994 I got the lucky chance to visit Paris probably one of the most important European capitals with London and Rome. I spent there regretfully just a week but the charm of Paris is undeniable, also after few hours. I have to say that is quite
13236 I’m not sure how to begin this post, other than to admit that I’m exhausted. I’m currently on rotation at an outside hospital, and although the operative experience has been incredible thus far, the long hours in the operating room and the random pages in the 
94172  there is more into any nation than its political leadership at a given point in time, this is true for any country, yours included. But fact of the matter is that when it comes to America, whom you put on the top of your state’s ladder matters way more to us,
55224  never know what to expect at the Pig Fair, but I thought two years ago that it would be a bit dismal and so it was, writes Sam Walton. I just had a suspicion this year that there would be a bit of a buzz around the place, and so it proved to be judging by the
89771 <|endoftext|>Debt is a human tragedy. As the house prices against which the vast sums of money that have been borrowed in my neighbourhood continues to fall, and as many loose their jobs, my role as a parish priest gives me an unusual degree of access to the p
48767  week I found myself in the enviable position of being in the house alone during the day with a bunch of work to do on my laptop and the television unoccupied by children demanding to watch the same two episodes of Bubble Guppies on repeat. So, like anyone who
84290 Of course in reality with the skill and time you can pretty much find out everything you want to know these days on the Internet but it's just not the same as being in an interactive environment where you can 'experience' things, ask questions and move forward
88615 <|endoftext|>Today I am featured on Kim’s blog Reading Matters as part of her Triple Tuesday feature! So pop over there if you would like to see what I have choosen.We have just got back from Edinburgh where we supported my brother who completed his first ever
6560 The rising cost of rental rates has been all over the news for the past two years. And now, those stories are being replaced by ones highlighting the softening of those same costs as well as the value associated with being an apartment renter (rather than a ho
34531 When it’s all said and done, the only thing keeping you alive will be the stories people have of you. Your great, great grandparents have had a lot to do with why you are the way you are today. Whether that’s to do with the way they raised their kids, to where
44800 I'm starting a part 2 because the original diary is loading too slowly, also because I have a sense, by today, Tuesday Nov 6th, that many things that seemed impossible before may, WITH A LOT OF HARD WORK and PARTICIPATION FROM MANY MANY MANY MORE PEOPLE, becom
69285  language we use doesn’t always get people’s full attention. Listeners will often drift away, following their own train of thought, almost as though they’d mentally turned down the volume to pay more attention to their own musings. But sometimes a word or a ge
15363 Followers of our blog might recall that, last year, Jenni and Natasha took part in the 64 Million Artists January Challenge. Well, we’re embarking on it again this year and we thought it would be interesting to reflect at the end of each week on our experience
111583 ORNING BUZZ: I’m sorry…it’s July? That’s’ how I feel this week. We made plans for Mid-July and a few weeks ago is seemed like a lifetime away. Instead, I’m staring down the meat of the month next week and feeling like Summer is half gone before I even settled 
74820 <|endoftext|>By Michael Krieger, WAR is a racket. It always has been. It is possibly the oldest, easily the most profitable, surely the most vicious. It is the only one international in scope. It is the only one in which the profits are reckoned in dollars and
52360 <|endoftext|>I was thinking today about a few things and decided that now was a good time to get my post up for the day. Day 3: I am thankful for my family. I really wanted to wait to do this one but it is the feeling I have right now. From my daughter to my h
42845 <|endoftext|>One request we receive frequently is: How can I include a link on a page to return to the previous page? If you view any of the codex detail pages, at the top of the page, you'll see one of the following links: For the purposes of this tutorial, n
29494 So for example …Online Counseling That Takes Insurance… Not everybody is entirely convinced that moving psychological health care online is the way forward. “You get to understand not only what it’s like to talk to the individual, however how it feels to be in
78134 Find time in your life today to make someone feel your positive energy and then bring them along on your adventures What do you have to do in order to feel happy yourself? I believe you will be the happiest when you bring your positive vibes to others. Whether
59668 I’ve finally had a little time to do some new gardening research and reading. I like the Michigan State University website for a lot of reasons, but for research it can’t be beat. While logging in on Sunday afternoon, I noticed a new section that just screamed
7244 As a mom, you likely feel intense pressure to be the best. To do more. To be on top of it all. In reality, to be the best parent you’ve got to let to learn to focus on what’s important TO YOU (not to everyone else) and let the rest go. Your version of slack mi

#108

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:80437,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 75
Wall time 11.0 seconds
Output:

#109

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "75",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 15.2 seconds
Output:
{"chunk_id":"690952","wall_time_seconds":30.002656121,"session_id":80437,"original_token_count":61,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1052 > 1024). Running this sequence through the model will result in indexing errors\r\npacked 12000000 tokens from 14836 ids -> /tmp/quality.npy\r\n"}

#110

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:80437,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 76
Wall time 11.0 seconds
Output:

#111

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "76",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 10.1 seconds
Output:
{"chunk_id":"ca02be","wall_time_seconds":30.001884412,"session_id":80437,"original_token_count":0,"output":""}

#112

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:80437,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 9.5 seconds
Output:
{"chunk_id":"611393","wall_time_seconds":9.506286013,"exit_code":0,"original_token_count":16,"output":"HELDOUT_PPL 521.097  loss 6.2559  train_s 54  /tmp/quality.npy\r\n"}

#113

narration

The ablation is decisive: removing register quotas raises dev perplexity from 340.56 to 521.10, because a superficially “cleanest” global rank collapses into personal-blog prose. This validates balanced queues as essential. I also found repeated parked/domain pages and duplicated crawl shards in the later pool, so the final criterion now rejects those templates and deduplicates normalized 160-word document prefixes before token budgeting.

#114

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"python -u submission/curate.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000,\"tty\":true}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"f2775a","wall_time_seconds":1.00163668,"session_id":83787,"original_token_count":0,"output":""}

#115

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83787,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 79
Wall time 11.0 seconds
Output:

#116

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "79",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 15.5 seconds
Output:
{"chunk_id":"8cf4f8","wall_time_seconds":30.002149664,"session_id":83787,"original_token_count":0,"output":""}

#117

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:83787,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 80
Wall time 11.0 seconds
Output:

#118

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "80",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 12.4 seconds
Output:
{"chunk_id":"be1a76","wall_time_seconds":26.577667492,"exit_code":0,"original_token_count":81,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1135 > 1024). Running this sequence through the model will result in indexing errors\r\neligible [7000, 7000, 7000, 4839] selected [3824, 3914, 4086, 3511] estimated exact tokens [3350023, 3350372, 3350922, 3350111] ids 15335\r\n"}

#119

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"cp submission/selection.json /tmp/candidate_dedup.json\\npython pack_selection.py submission/selection.json /tmp/dedup.npy && python train_nano.py --train_npy /tmp/dedup.npy --heldout_npy data/multi_dev.npy --out_json /tmp/dedup_result.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000,\"tty\":true}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"621acf","wall_time_seconds":1.001660468,"session_id":91347,"original_token_count":0,"output":""}

#120

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/submission/curate.py\\n@@\\n     ap.add_argument('--quota', type=int, default=3_350_000,\\n                     help='approximate GPT-2 tokens queued per register; >3M gives cutoff slack')\\n+    ap.add_argument('--mix', default='1,1,1,1',\\n+                    help='relative token shares for encyclopedia, web, news, technical')\\n@@\\n     a = ap.parse_args()\\n+    mix = [float(x) for x in a.mix.split(',')]\\n+    if len(mix) != 4 or any(x <= 0 for x in mix):\\n+        raise ValueError('--mix requires four positive comma-separated weights')\\n+    targets = [12_000_000*x/sum(mix) + 350_000 for x in mix]\\n@@\\n-            if total >= (a.quota if a.mode == 'balanced' else 13_000_000):\\n+            limit = (targets[d] if a.mode == 'balanced' else 13_000_000)\\n+            if total >= limit:\\n                 break\\n@@\\n-    out = []\\n-    pos = [0]*4\\n-    active = [d for d in range(4) if chosen[d]]\\n-    # One document at a time is sufficient: aggregate imbalance is bounded by\\n-    # the largest accepted document (<~15k tokens).\\n-    while active:\\n-        nxt = []\\n-        for d in active:\\n-            if pos[d] < len(chosen[d]):\\n-                out.append(chosen[d][pos[d]][0]); pos[d] += 1\\n-            if pos[d] < len(chosen[d]):\\n-                nxt.append(d)\\n-        active = nxt\\n+    out = []\\n+    pos = [0]*4; emitted = [0]*4\\n+    active = [d for d in range(4) if chosen[d]]\\n+    # Weighted fair queuing makes every prefix (including the packer's exact\\n+    # 12M cutoff) approach the requested token mixture.\\n+    while active:\\n+        d = min(active, key=lambda k: emitted[k]/mix[k])\\n+        ident, nt = chosen[d][pos[d]]\\n+        out.append(ident); emitted[d] += nt; pos[d] += 1\\n+        if pos[d] >= len(chosen[d]):\\n+            active.remove(d)\\n*** End Patch\"; text(await tools.apply_patch(patch))\n"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
{}

#121

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:91347,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 83
Wall time 11.0 seconds
Output:

#122

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "83",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 14.6 seconds
Output:
{"chunk_id":"ceaf2e","wall_time_seconds":30.002003074,"session_id":91347,"original_token_count":61,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1135 > 1024). Running this sequence through the model will result in indexing errors\r\npacked 12000000 tokens from 15335 ids -> /tmp/dedup.npy\r\n"}

#123

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:91347,chars:\"\",yield_time_ms\":30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}

exec result

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

#124

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:91347,chars:\"\",yield_time_ms:30000,max_output_tokens:5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 85
Wall time 11.0 seconds
Output:

#125

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "85",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 11.9 seconds
Output:
{"chunk_id":"bfbd3b","wall_time_seconds":30.002248781,"session_id":91347,"original_token_count":0,"output":""}