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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
155
duration
45m
recorded
2026-08-03

run iddclm-nano-curation__gfZ879v

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

download JSON ↗
codexgpt-5.6-sol162 turns7 narration155 reasoning155 action155 observation1 final
#51
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 15.8 seconds
Output:
#52
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:68064,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output)\n"
}
exec result
Script running with cell ID 31
Wall time 11.0 seconds
Output:
#53
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "31",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 3.6 seconds
Output:
HELDOUT_PPL 432.990  loss 6.0707  train_s 54  data/candidate.npy
#54
narration

The first complete training run reached dev perplexity 432.99. I’m now auditing the selected mix and comparing targeted variants; the first result is viable, but the broad target makes domain allocation and boilerplate penalties worth tuning empirically.

#55
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,collections,re,random\\ns=json.load(open('submission/selection.json')); S=set(s[:17000]); bins=collections.Counter(i//10000 for i in s[:17000]);print(bins)\\nfor line in open('data/pool.jsonl'):\\n d=json.loads(line)\\n if d['id'] in set(s[:40]): print(d['id'],re.sub(r'\\\\s+',' ',d['text'])[:240])\\nPY\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:12000}); text(r.output)\n"
}
exec result
Script completed
Wall time 3.6 seconds
Output:
Counter({9: 1532, 2: 1513, 4: 1497, 7: 1467, 1: 1466, 8: 1458, 5: 1441, 6: 1439, 10: 1438, 0: 1410, 3: 1391, 11: 731, 13: 40, 12: 39, 14: 38, 15: 34, 16: 33, 17: 27, 18: 6})
8134 It was a hot summer day, and the old courthouse was just as hot. The air was thick and humid, and the jury was having a hard time staying focused. One of the jurors succumbed to the heat, falling asleep just as the victim was being question
9651 Nedrow (N.Y.) Onondaga Central running back Latavius Murray made a decision yesterday. The 6-foot-3, 215-pounder made a surprise commitment. Who did he pick? "I committed to Central Florida yesterday," he said. "I just thought it was the be
25688 ixit Lou Reed. I’m on my flight to Orlando right now after having spent 1 1/2 fantastic days in NYC. Tuesday was the only full day I was in the city and this was the day that we had arranged to meet up with Mark Goren and CK. Mark would mee
30367  heard a story today at work that I couldn't resist repeating. An uncle of a fellow who works here died and was cremated. His aunt wanted to hold a private ceremony for the burial of the ashes and had a deal where they could bury the urn in
30715 OSS BARKLEY made his full debut for England’s U21 side on Monday night, setting up a goal in their 2-1 win over Norway. I’m sure it won’t be the last we see of Ross in an England shirt, though. In fact, I thought when I first saw him that h
32338  was recently my birthday — well, within the last few weeks, which counts as recent with how little I’ve been writing here lately;) — and with my birthday comes a years-long ritual. If you’ve read this blog for a while, you know that the tu
32558 <|endoftext|>Eric and I signed up to run the Run For The Zoo 2008 race for today. I decided that this was my last running race. I am 17 weeks along and even if my doctor says it is okay, I think it is better to stop now. I don’t want any pr
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38039 <|endoftext|>I cut my hair. Every couple of years I usually cut it as a part of some change I’m making in my life. This time I just needed something easy. My hair is thick, shoulder-length, and natural. Nothing about it is easy. My go-to ha
40387 It’s 3:40, I’m all caught up with work, Chickling is at the Elder Birds for a couple of nights, and so it’s time to start my homework. The dishes can wait. I’m allowed to start my homework. I’m “actively allowing” myself to draw—how very co
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46182 There is a period in children’s development when they ask questions in response to everything you say. I remember the “Why” as my kids’ way of learning. “Eden, please bring me the plate form the table” “Why do you want the plate?” “I want t
49133 ’t posted too much on it, because my uncle has been working on having a new house built, but lately he has really been working his butt off on the car. When I was up there last I spent a day and sanded on it the old paint in order to rough 
50468  overwhelming for me. I experience so much pressure to buy or give, and yet it can feel pretty forced. So the spirit of giving happens spontaneously, it means more to me. So here is my experience of the magic of Christmas. Last Sunday, it w
52082 <|endoftext|>Draw a cat by starting with its head, sketching the shoulders, back and rump, outlining the chest, drawing the legs and adding the details. This drawing takes only a few minutes to do. You need a pen or pencil and a piece of pa
55865 .<|endoftext|>I recently placed an order with classic firearms and was quite surprised at the price I was charged. I was not expecting to be disappointed after a short time but instead was very disappointed. I was very surprised when I rece
57303 .<|endoftext|>Last week was a busy one with the 4 up Time trial on Thursday evening and a wedding in Jersey at the weekend. 4 up TT The 4 up time trail was on Thursday evening an hour and a half away, so we left Pembrokeshire at about 4pm a
58354  on Jan, 25 2005 @ 10:56 PM Hi. Thank You for being honest. Today he was taken to his grandmothers house, wher he will be staying, his mother is in jail, as is 3 men, but they are now released. His grandmother phoned me crying, she was over
59548 <|endoftext|>SANDY: With all the bra-burning and not changing your name and stuff? VICKI: I don’t have my husband’s last name. SANDY: Yeah, me neither. RENEE: My husband said, “I’ll change my name to yours.” And I was like, “That’s too comp
59719 <|endoftext|>I would like to say we all make mistakes in life, and I feel that if we were not a doctor we would not have to read about our mistakes every week in the paper, and I do not think it is right at all. I would like something I hav
63575  kids are too little to understand what New Year’s resolutions are all about, so I’m making just one for them. I’ve never been too much into resolutions because they’re so hard to keep, but this one is of extreme importance, and I plan on d
67232 <|endoftext|>Japan has set a world record for so-called healthy longevity – the age up to which an elderly person can do without assistance and not need care, the Ministry of Labor, Health and Welfare said, Report informs referring to Oops 
70681 Mardy Fish will not be able to participate in the Australian Open next year because of his health problems. His agent, John Tobias, gave this information to the reporters yesterday. Fish had to undergo through a heart surgery earlier this y
72174 <|endoftext|>One mission after the other has been the fate of the characters that are a part of “The Wheel of Time”. Robert Jordon always engages all of his characters at the same time. Though the characters are given different tasks the ma
82026 Gov. Dannel Malloy is calling on the Chief State's Attorney to release the final report on the Sandy Hook School massacre. In an interview on Friday, the governor said he is aggravated by the delays. "I'm frustrated by the amount of time th
82898  Best Bail Bond Agencies Near Us People who are caught that are committing a crime or have an arrest warrant would be apprehended. They would be placed in a detention area for a certain period of time so that their case would be processed. 
83743 <|endoftext|>The theme of this book is the corruption of innocence. The setting is a public school in Devon during the Second World War. The book follows a group of seven boys from the day they arrive at the school to their final year. It i
83853 <|endoftext|>The family is here in Meridian this weekend. We came to attend a wedding yesterday, and will drive back to Kellogg tomorrow. It has been a wonderful weekend, and I have had some close encounters with people I haven't seen in a 
85246 <|endoftext|>The Mumbai Cricket Association’s (MCA) decision to remove Sulakshan Kulkarni as coach of the Mumbai team mid-season has not gone down well with its senior-most player Wasim Jaffer. Talking to reporters at an event in Mumbai he 
91422 <|endoftext|>Although Astros owner Jim Crane admits that the losing has started to eat at him, he is pleased with the direction of the team under Bo Porter, Jeff Luhnow and Reid Ryan. Crane sat down with the Houston Chronicle last week over
96443 , July 8 (7/8), is Ecclesiastes 7:8 as found in the Old Testament of the Bible: “The end of a matter is better than its beginning, and patience is better than pride.” Years ago, there was a little boy who belonged to the Pee-Wee Baseball Le
99341 <|endoftext|>Bo and Nora reunion? “The jury’s out,” she said. “We have to see how it develops. They’re keeping the scripts very close to the chest so I don’t get to see a lot down the road. But I think that this is a lot of history that the
100014  whose profession is to aid a business institution in establishing the ways through which it will be able to incur the costs that will eventually enable the business to meet its financial goals and aims. The financial plan of a business ins
105761 <|endoftext|>Adams v. Adams Annotate this Case 88 U.S. 185 (1874) - Syllabus | U.S. Supreme Court Adams v. Adams, 88 U.S. 21 Wall. 185 185 (1874) Adams v. Adams 88 U.S. (21 Wall.) 185 1. When on a bill by a wife against her husband to estab
110791 <|endoftext|>The Polo Team A team is comprised of four players, they are numbered one to four and have the following roles: No.1 – Usually the weakest player. Their roles is to score goals and mark the No.4 in the opposite team No.2 – In at
114050  this more and more and it’s getting out of hand. A while ago, a support topic and it’s solved but people kept saying a solution or saying “What 2nd person said”. I had asked the first person saying, no need to reply “What the first person 
124374  24, 2015<|endoftext|>Test-CaasCompatibility - PowerShell for CaaS - Global Site Skip to content Skip to breadcrumbs Skip to header menu Skip to action menu Skip to quick search Log in Help Online Help Keyboard Shortcuts Feed Builder What’s
142877 com © 2012<|endoftext|>UP 2014.10.15 - Page 4 - SolydXK Community Forums Search Advanced search LoginLogin Register Skip to content Quick links Unanswered topics Active topics Search The team Feed FAQ Board index General News & Anouncements
147030 Compatibility - PowerShell for CaaS - Global Site Skip to content Skip to breadcrumbs Skip to header menu Skip to action menu Skip to quick search Log in Help Online Help Keyboard Shortcuts Feed Builder What’s new Available Gadgets About Co
#56
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"find /root/.cache/huggingface -maxdepth 3 -type d -printf '%p\\\\n' | head -30; cat .timer/remaining_secs\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:2000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.2 seconds
Output:
/root/.cache/huggingface
/root/.cache/huggingface/hub
/root/.cache/huggingface/hub/models--gpt2
/root/.cache/huggingface/hub/models--gpt2/refs
/root/.cache/huggingface/hub/models--gpt2/blobs
/root/.cache/huggingface/hub/models--gpt2/.no_exist
/root/.cache/huggingface/hub/models--gpt2/snapshots
/root/.cache/huggingface/hub/.locks
/root/.cache/huggingface/hub/.locks/models--gpt2
4647
#57
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"find /root/.cache/huggingface/hub/models--gpt2 -type f -o -type l | xargs -r ls -lh\",workdir:\"/workspace\",yield_time_ms:10000,max_output_tokens:3000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.3 seconds
Output:
-rw-r--r-- 1 root root     0 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/.no_exist/607a30d783dfa663caf39e06633721c8d4cfcd7e/added_tokens.json
-rw-r--r-- 1 root root     0 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/.no_exist/607a30d783dfa663caf39e06633721c8d4cfcd7e/chat_template.jinja
-rw-r--r-- 1 root root     0 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/.no_exist/607a30d783dfa663caf39e06633721c8d4cfcd7e/special_tokens_map.json
-rw-r--r-- 1 root root   665 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/blobs/10c66461e4c109db5a2196bff4bb59be30396ed8
-rw-r--r-- 1 root root 1018K Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/blobs/1f1d9aaca301414e7f6c9396df506798ff4eb9a6
-rw-r--r-- 1 root root  446K Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/blobs/226b0752cac7789c48f0cb3ec53eda48b7be36cc
-rw-r--r-- 1 root root  1.3M Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/blobs/4b988bccc9dc5adacd403c00b4704976196548f8
-rw-r--r-- 1 root root    26 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/blobs/be4d21d94f3b4687e5a54d84bf6ab46ed0f8defd
-rw-r--r-- 1 root root    40 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/refs/main
lrwxrwxrwx 1 root root    52 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/snapshots/607a30d783dfa663caf39e06633721c8d4cfcd7e/config.json -> ../../blobs/10c66461e4c109db5a2196bff4bb59be30396ed8
lrwxrwxrwx 1 root root    52 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/snapshots/607a30d783dfa663caf39e06633721c8d4cfcd7e/merges.txt -> ../../blobs/226b0752cac7789c48f0cb3ec53eda48b7be36cc
lrwxrwxrwx 1 root root    52 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/snapshots/607a30d783dfa663caf39e06633721c8d4cfcd7e/tokenizer.json -> ../../blobs/4b988bccc9dc5adacd403c00b4704976196548f8
lrwxrwxrwx 1 root root    52 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/snapshots/607a30d783dfa663caf39e06633721c8d4cfcd7e/tokenizer_config.json -> ../../blobs/be4d21d94f3b4687e5a54d84bf6ab46ed0f8defd
lrwxrwxrwx 1 root root    52 Aug  3 22:37 /root/.cache/huggingface/hub/models--gpt2/snapshots/607a30d783dfa663caf39e06633721c8d4cfcd7e/vocab.json -> ../../blobs/1f1d9aaca301414e7f6c9396df506798ff4eb9a6
#58
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python -c \\\"import json,random; x=list(range(182016)); random.Random(17).shuffle(x); json.dump(x,open('/tmp/random_selection.json','w'))\\\" && python pack_selection.py /tmp/random_selection.json data/random.npy\",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 1.3 seconds
Output:
SESSION_ID=88610
#59
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:88610,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output)\n"
}
exec result
Script running with cell ID 36
Wall time 11.0 seconds
Output:
#60
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "36",
  "yield_time_ms": 30000,
  "max_tokens": 2000
}
wait result
Script completed
Wall time 12.4 seconds
Output:
Token indices sequence length is longer than the specified maximum sequence length for this model (1916 > 1024). Running this sequence through the model will result in indexing errors
#61
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:88610,chars:\"\",yield_time_ms:30000,max_output_tokens:2000}); text(r.output)\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
packed 12000000 tokens from 182016 ids -> data/random.npy
#62
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python train_nano.py --train_npy data/random.npy --heldout_npy data/multi_dev.npy --out_json data/random_result.json\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:1000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
SESSION_ID=68324
#63
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:68324,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output)\n"
}
exec result
Script running with cell ID 39
Wall time 11.0 seconds
Output:
#64
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "39",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 16.2 seconds
Output:
#65
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:68324,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output)\n"
}
exec result
Script running with cell ID 40
Wall time 11.1 seconds
Output:
#66
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "40",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 8.5 seconds
Output:
HELDOUT_PPL 485.755  loss 6.1857  train_s 54  data/random.npy
#67
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-rows = []\\n+rows = []\\n+cache_path = os.environ.get(\\\"CURATE_CACHE\\\")\\n@@\\n-with open(POOL) as f:\\n-    for line in f:\\n-        d = json.loads(line); text = d[\\\"text\\\"]; q = quality(text)\\n-        if q <= -8: continue\\n-        batch.append(text); meta.append((int(d[\\\"id\\\"]), text, q))\\n-        if len(batch) >= 256: consume()\\n-consume()\\n+if cache_path and Path(cache_path).exists():\\n+    z = np.load(cache_path)\\n+    rows = [(int(i), int(n), float(q), a) for i, n, q, a in\\n+            zip(z[\\\"ids\\\"], z[\\\"lens\\\"], z[\\\"quality\\\"], z[\\\"affinity\\\"])]\\n+else:\\n+    with open(POOL) as f:\\n+        for line in f:\\n+            d = json.loads(line); text = d[\\\"text\\\"]; q = quality(text)\\n+            if q <= -8: continue\\n+            batch.append(text); meta.append((int(d[\\\"id\\\"]), text, q))\\n+            if len(batch) >= 256: consume()\\n+    consume()\\n+    if cache_path:\\n+        np.savez(cache_path, ids=[r[0] for r in rows], lens=[r[1] for r in rows],\\n+                 quality=[r[2] for r in rows], affinity=np.stack([r[3] for r in rows]))\\n@@\\n-    score = float(z[dom] + 0.72 * r[2])\\n+    score = float(z[dom] + float(os.environ.get(\\\"QUALITY_WEIGHT\\\", \\\".72\\\")) * r[2])\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
{}
#68
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"CURATE_CACHE=/tmp/curate_rows.npz python submission/curate.py\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:1000}); text(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`)\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=5718
#69
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:5718,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output)\n"
}
exec result
Script running with cell ID 43
Wall time 11.1 seconds
Output:
#70
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "43",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 16.6 seconds
Output:
#71
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:5718,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output)\n"
}
exec result
Script running with cell ID 44
Wall time 11.0 seconds
Output:
#72
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "44",
  "yield_time_ms": 30000,
  "max_tokens": 1000
}
wait result
Script completed
Wall time 13.2 seconds
Output:
#73
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:5718,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output)\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": 1000
}
wait result
Script completed
Wall time 16.9 seconds
Output:
#75
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:5718,chars:\"\",yield_time_ms:30000,max_output_tokens:1000}); text(r.output)\n"
}
exec result
Script running with cell ID 46
Wall time 11.0 seconds
Output: