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
- 223
- duration
- 59m
- recorded
- 2026-08-04
run iddclm-nano-curation__KzgeyF6
Everything gpt-5.6-sol did on this task, in order.
download JSON ↗codexgpt-5.6-sol234 turns11 narration223 reasoning223 action223 observation1 final
#226
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "144",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 12.6 seconds
Output:
SESSION_ID=15878#227
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.write_stdin({session_id:15878,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}exec result
Script running with cell ID 145
Wall time 11.0 seconds
Output:
#228
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolwait
args
{
"cell_id": "145",
"yield_time_ms": 30000,
"max_tokens": 3000
}wait result
Script completed
Wall time 0.0 seconds
Output:
HELDOUT_PPL 387.630 loss 5.9601 train_s 56 /tmp/balanced_35.npy
#229
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/claim.md\\n@@\\n-An observable prediction independent of final perplexity is that the first 12M selected tokens will have substantially higher mean target-vs-background log-odds and lower navigation/policy-marker incidence than a random sample, while no plentiful target domain exceeds roughly one quarter of the priority rounds. The technical queue may exhaust early; that shortage itself is observable from the produced queue sizes.\\n+An observable prediction independent of final perplexity is that the first 12M selected tokens will have substantially higher mean target-vs-background log-odds and lower navigation/policy-marker incidence than a random sample. The queues contribute equal token volume while all remain nonempty; the technical queue may exhaust early, after which the other queues continue evenly. That shortage is itself observable from the produced queue sizes.\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{}#230
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"chmod +x submission/curate.py\\nls -lh submission/selection.json submission/curate.py claim.md\\npython -m py_compile submission/curate.py\\npython - <<'PY'\\nimport json,numpy as np\\ns=json.load(open('submission/selection.json'))\\nassert isinstance(s,list) and all(type(i) is int for i in s)\\nassert len(s)==len(set(s)) and min(s)>=0 and max(s)<182016\\nx=np.load('/tmp/final.npy'); assert len(x)==12_000_000\\nprint('VALID',len(s),'unique ids; range',min(s),max(s),'; exact packed tokens',len(x))\\nPY\\ncat experiments/final_old.result.json\\ncat .timer/remaining_secs\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.4 seconds
Output:
-rw-r--r-- 1 root root 2.0K Aug 4 02:04 claim.md
-rwxr-xr-x 1 root root 7.0K Aug 4 01:51 submission/curate.py
-rw-r--r-- 1 root root 345K Aug 4 01:49 submission/selection.json
VALID 50209 unique ids; range 1 113997 ; exact packed tokens 12000000
{"train_npy": "/tmp/final.npy", "heldout_ppl": 373.1969043194487, "mean_loss": 5.9221061739748215, "max_iters": 3000, "seed": 1337, "train_s": 55.8}2115
#231
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"rg -n -m 20 '@,@| @-@ |<p>|<pre><code>' data/pool.jsonl | cut -c1-300\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.2 seconds
Output:
5800:{"id": 5799, "text": "What a sad sad day.<br>Progression my arse, this is just bullcrap made in China fking with indigenous landmarks! Surely the security will be costing a HUGE penny.<br><br>LAME.<br><br>TEOTIHUACAN, Mexico (Reuters) - U.S. retail powerhouse Wal-Mart refused on Wednesday to ha
6139:{"id": 6138, "text": "XForms/Read and write with get and put\nSometimes all you need to do is to put a nice user friendly form that edits a single static XML file. In this case a static file is any file where you know the exact pathname to the file when the form is created and you know that the
6629:{"id": 6628, "text": "\u041f\u043e\u0440\u0442\u0430\u043b Vveb.ws / \u0411\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u0430\u044f CMS PHP-Fusion 7 Bogatyr / What you need to know for site administration\nWhat is site administration?\nSite administration is a set of measures for launching and ma
13747:{"id": 13746, "text": "Scaling the Windows Stack George Beech @GABeech PICC \u201812.\nout of 23\nPost on 27-Dec-2015\nEmbed Size (px)\n<p>PowerPoint Presentation</p> <p>Scaling the Windows StackGeorge Beech @GABeechPICC 12AgendaWhat is Stack Exchange?Growth this YearOur Technology StackHow we
14273:{"id": 14272, "text": "Best bulking steroids list, best steroids for bulking\nBest bulking steroids list\nThe following is a short list of some of the best bulking steroids available: Any of these bulking steroids will work wonders, but there are other steroids that are better suited for off-s
14811:{"id": 14810, "text": "If you are building a website and need to sign people in, you can use IndieAuth.com to handle web sign-in so that you don't have to implement OAuth code for each provider.\n<form action=\"https://indieauth.com/auth\" method=\"get\"> <label for=\"indie_auth_url\">Web Addr
21713:{"id": 21712, "text": "<p>The Vent-Axia Minivent ducted bath/shower kit includes all the components necessary to install a ducted 100mm system in one box. The kit consists of a Minivent IP44 In-Line fan, a white ceiling grille and spigot, 3 meters of flexible duct and an external louvre for so
21842:{"id": 21841, "text": "Torture? That wasn't torture? Humiliation, yes. <br><br>No, I'll tell you what, we go after these animals where it hurts them. We announce that from this time forward we douse our bullest in pigs blood. Any terrorist killed will be buried with animal intestens. They aren
22018:{"id": 22017, "text": "There's good news on the drug war: The world knows how to end it -- so why can't the United States figure it out?\n- By Charles Kenny<p> Charles Kenny is a senior fellow at the Center for Global Development, a Schwartz fellow at the New America Foundation, and author, mo
28722:{"id": 28721, "text": "++ I'm commenting mostly just to bump this excellent piece of advice.\nSince port is rarely important and I like to use this idiom in addition to running a traditional webserver on port 80, I'd shorten it to use the default port 5000\u2013\nplackup -L Shotgun -MPlack::Ap
33047:{"id": 33046, "text": " Business Deserves a Great Website\n9thWonder is an experienced website design agency dedicated to beautiful and user-focused website design. Anyone can set up a website, but creating a great site isn\u2019t just about designing pretty graphics, changing some settings an
33102:{"id": 33101, "text": "<|endoftext|>Skip to Content\n8-03-2008 @ 3:04AM\nI think I'll stick with real achievements... like the 360 ones. Not some second-rate 'lets try to be like everyone else' attempt at achievements. Blizzard are only doing this because everyone else it and we all know it st
39843:{"id": 39842, "text": "Skip to Content\n11-03-2008 @ 8:16AM\nRunning the quests now for more money makes no sense. The exp to gold conversion applies equally from WotLK to the rest of the game. We know that WotLK quests will be giving us a lot more gold and a lot of exp, but the conversion rat
45529:{"id": 45528, "text": "<|endoftext|>\"As more and more commercial enterprises and governments turn to software solutions to help them address their location-based problems, we realized that we needed an experienced software sales executive to lead our sales efforts around the world,\" said Tod
46159:{"id": 46158, "text": "<|endoftext|>Please note that you should never self-prescribe TCM ingredients. A TCM ingredient is almost never eaten on its own but as part of a formula containing several ingredients that act together. Please consult a professional TCM practitioner, they will be best a
60021:{"id": 60020, "text": "Hair removal gives shiftless lasers a creative outlet during their spare time, which would otherwise be spent harassing cats and blinding the Hubble. Give a beam a new purpose with today\u2019s Groupon to Agap\u00e9 Medical Spa\u2019s Warwick location. Choose from the fo
67884:{"id": 67883, "text": "arate names with a comma.\nDiscussion in 'Trucks and Trailers' started by SMB, Jun 27, 2000.\nThe subject says it all.<p>----------<br>SMB<br>\nIt should have a egr valve,an EFE valve,a thermatic air cleaner,a charcoal canister,and possibly smog pump and a.i.r. tubes and
70771:{"id": 70770, "text": " to Content\n7-08-2009 @ 5:34PM\nAll I can say is try it out. It maps out spawn points on the world map (mouse-over the dragon icons on your map and it will tell you what rare spawns there).It also has a proximity alarm when you are near a rare. It will pop up a window a
71716:{"id": 71715, "text": " media is an increasing part of everyday life for many of us. I know that I use it both for work and personally.\nSuccess in of chemistry is usually underpinned by a sound knowledge of key concepts, such as a good working knowledge of atoms and bonding.\nTAPS aims to dev
72242:{"id": 72241, "text": "<|endoftext|>Skip to Content\n2-05-2009 @ 3:34AM\nAs a Feral Druid, I haven't encountered any mobs immune to Bleeds at all yet, and hae raided everything in the game up to and including Sarth+3. In a raiding situation, this is a straight 6% damage buff to the ability; th
#232
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const r = await tools.exec_command({cmd:\"rg -c '@,@' data/pool.jsonl; rg -c ' @-@ ' data/pool.jsonl; rg -c '<pre><code>' data/pool.jsonl; rg -c '<p>' data/pool.jsonl\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:1000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 0.8 seconds
Output:
96
#233
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=set(json.load(open('submission/selection.json'))); c=collections.Counter(); cs=collections.Counter(); tot=collections.Counter(); tots=collections.Counter()\\npat={'wiki':'from wikipedia, the free encyclopedia','qa':'<p>','news':'reuters','eot':'<|endoftext|>'}\\nwith open('data/pool.jsonl') as f:\\n for l in f:\\n x=json.loads(l);lo=x['text'].lower()\\n for k,p in pat.items():\\n if p in lo:\\n tot[k]+=1\\n if x['id'] in S:tots[k]+=1\\nprint('pool docs markers',tot,'selected-anywhere',tots)\\nPY\",workdir:\"/workspace\",yield_time_ms:30000,max_output_tokens:1000});\ntext(r.output);\n"
}exec result
Script completed
Wall time 7.0 seconds
Output:
pool docs markers Counter({'eot': 125536, 'news': 831, 'qa': 103, 'wiki': 61}) selected-anywhere Counter({'eot': 28145, 'news': 413, 'qa': 24, 'wiki': 14})
#234
reasoning (redacted)
encrypted chain-of-thought — recorded, not exposed
toolexec
args
{
"input": "const result = await tools.update_plan({explanation:\"Completed corpus profiling, target/domain modeling, controlled dev ablations, reproducible generation, and end-to-end validation. The final equal-round, target-similarity weight-3 selection was best; attempted domain reallocations regressed.\",plan:[\n {step:\"Inspect corpus, tokenizer budget, and frozen training/evaluation interface\",status:\"completed\"},\n {step:\"Profile document sources/domains and derive quality signals\",status:\"completed\"},\n {step:\"Build candidate rankings and run controlled dev evaluations\",status:\"completed\"},\n {step:\"Write reproducible curator, selection, and claim\",status:\"completed\"},\n {step:\"Validate deliverables, IDs, and token coverage\",status:\"completed\"}\n]});\ntext(result);\n"
}exec result
Script completed
Wall time 0.0 seconds
Output:
{}final summary
Completed all deliverables:
- selection.json: 50,209 unique valid IDs; covers exactly 12M packed tokens.
- curate.py: reproducible quality, similarity, and domain-balanced curator.
- claim.md: hypothesis, mechanism, falsification, and transfer.
Frozen dev evaluation: 373.197 perplexity.