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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
219
duration
1h 1m
recorded
2026-08-04

run iddclm-nano-curation__ignQSrt

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

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codexgpt-5.6-sol232 turns13 narration219 reasoning219 action219 observation1 final
#176
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"sleep 45; cat /tmp/curated7_result.json 2>/dev/null; ps aux | rg train_nano | rg -v rg\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script running with cell ID 111
Wall time 11.0 seconds
Output:
#177
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 15.1 seconds
Output:
#178
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"cat /tmp/curated7_result.json 2>/dev/null; ps aux | rg train_nano | rg -v rg\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
{"train_npy": "/tmp/curated7.npy", "heldout_ppl": 338.45307996477504, "mean_loss": 5.8243854711193705, "max_iters": 3000, "seed": 1337, "train_s": 55.4}
#179
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json\\ns=json.load(open('/tmp/selection4.json'));print(len(s),s[:40]);w=set(s[:40]);D={}\\nfor l in open('data/pool.jsonl'):\\n o=json.loads(l)\\n if o['id'] in w:D[o['id']]=o['text']\\nfor i in s[:40]:print(i,len(D[i]),D[i][:145].replace('\\\\n',' '))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":10000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 3.6 seconds
Output:
13623 [72507, 51055, 51748, 56421, 11604, 52615, 111105, 54836, 77479, 84424, 85058, 31462, 53695, 24770, 32134, 54522, 75918, 18863, 107938, 22191, 89382, 3495, 89639, 60604, 25321, 143299, 46441, 105999, 66114, 101049, 100539, 62127, 37388, 75699, 105140, 33582, 27986, 100983, 82838, 52001]
72507 9958 �<|endoftext|>In Brief | Drivers of Australia's environment State of the Environment 2011 Committee. Australia state of the environment 2011. Ind
51055 9811 , the land of the free, is rapidly becoming the land of the restricted. A man was arrested for skinning a dead alligator in Florida, a woman had 
51748 9888  (Reuters) - What if the generation that once rocked out to The Who's "hope I die before I get old" line actually does? Most retirement plans and
56421 11742 <|endoftext|>Table of Contents - Microsoft SQL Server Defined - Microsoft SQL Server Features - Microsoft SQL Server Administration Microsoft SQL
11604 9912 - Education and Science» - Life Sciences Historical Analysis of Guadalquivir Valley, Spain Guadalquivir valley is a rich agricultural landscape t
52615 9988 <|endoftext|>The perspective to the family is a powerful point of all Israeli brides, who turn into loyal wives and caring mothers. If an Israeli
111105 8088  here .<|endoftext|>Joe Biden claimed 150,000 Russian soldiers are still in a “threat situation” around Ukraine, Despite Russian allegations of w
54836 9760 <|endoftext|>Like the inner workings of a fine watch, the internal details of your site are craftwork that only other technologists will see, but
77479 10108  modern democracies, politics and popular culture are inseparable. While a small percentage of Americans know what was discussed on Capitol Hill 
84424 12520 ly Stadium for soccer and outdoor track and field. This primarily involves the use of a combination of antivirals during pregnancy and after birt
85058 24366 <|endoftext|>How well are nuclear plants near you prepared for disaster? Look it up here The earthquake that shut down a Virginia nuclear power p
31462 12948  by davidkalat on January 14, 2012 The inventor steps aboard the train, and loads the packing crates that contain his most wondrous device. It wi
53695 9353 Ukraine’s Do-It-Yourself War Ukraine's military isn't up to the task of fighting off pro-Russian separatists itself. So ordinary citizens are pic
24770 6765  is the blood in your system; it sits in its comfortable home of a database, and camps out in the tent of XML, but it deserves to be worked with 
32134 12132 In brief, the Global War on Terror sledgehammer strategy has spread jihadi terror from a tiny corner of Afghanistan to much of the world, from Af
54522 6186 )<|endoftext|>On this page Overview and Description The Gregorian calendar is used in most English speaking countries, but world-ready products s
75918 10248  Interscholastic League Press Conference, the journalism branch of the University Interscholastic League, conducts competitions that result in in
18863 7529 to communicate using well-known, well understood names for software interactions. Common design patterns can be improved over time, making them m
107938 9910 <|endoftext|>Email your questions to;firstname.lastname@example.org as, it constitutes common to analyse that no download Professional Silverligh
22191 23080 In the surveillance of private communication almost everything is history. Edward Snowden’s revelations about the extent of state interception ex
89382 9715  Greta Thunberg discusses EU plans to tackle the climate emergency with Parliament's environment committee on March 4, 2020. CC-BY-4.0: © Europea
3495 12185 When AD CS is deployed in a two tier fashion there is a “Standalone Root” certificate authority that is not part of the domain. This server is us
89639 19329 .<|endoftext|>A North Korean soldier keeps watch south at the truce village of Panmunjom in the demilitarized zone separating the two Koreas in M
60604 10830  can increase a person’s risk of having COVID-19 and major complications while being treated for the disease. which signal the investigations of 
25321 13598 <|endoftext|>The grand bazaar, in marion county indiana criminal records search since 1461, is among the minute's oldest and largest live pigs. T
143299 9338 ondon weight loss management weight loss buddy london | weight loss london bridge weight loss meal prep london Home Legal Sitemap The salon's pri
46441 9383 <|endoftext|>[tdwg-ncd] RE: NCD toolkit m.doering at bgbm.org Fri Apr 20 17:55:44 CEST 2007 On 20.04.2007, at 11:47, Neil Thomson wrote: > Hi Ruu
105999 12382  made to support explanation about the change in existing BI paradigm with introduction of Big Data Drawing I made to support explanation about t
66114 10990 The study of military regimes rose to prominence within the social sciences during the latter half of the twentieth century, thanks in part to th
101049 20372  Herald, The (Newspaper) - July 2, 1970, Lethbridge, Alberta WARMER FORECAST HIGH FRIDAY 80 The UtHbridge Herald VOL. LXIII No. 169 LETHBRIDGE, A
100539 14965 <|endoftext|>By default, operating system metrics are gathered for the DataStage engine node, on which the DataStage jobs run. These results can 
62127 7060  mnemonic neural recall stimulator, also known as a graybox, is a device implanted in the brain to assist and prioritize memory. Originally devel
37388 10174 <|endoftext|>If a potential customer went looking for your restaurant on the Internet, how easy would it be for them to find you? Search engine o
75699 11466 .<|endoftext|>American Indian Collection The DAR has long had an interest in Native Americans, and its American Indians Committee, established in
105140 9856 <|endoftext|>The day is coming when designer babies are the norm, space travel is available to everyone, and robots have personhood and even pay 
33582 15348 Browse Results For: Transnational Networks, States, and Regime Change, 1510-2010 Some blame the violence and unrest in the Muslim world on Islam 
27986 8654 Completely uprooted and shoddily recommented due to Blatant Cut-and-paste Infringement from Wiretap's Treasure Chest =) The Ten Commandments for 
100983 10640  join.<|endoftext|>In the Name of Identity - Concerning the arising of the Jesters This story took place a long time ago or it may even be in the
82838 18557  December 4 at 10:55 a.m. ET. Before last week, few people had heard the name He Jiankui. But on November 25, the young Chinese researcher became
52001 10830 <|endoftext|>For the wedding photographer the provider in charge of the sound and the bright decoration is capital to contribute to the success o
#180
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"cat .timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
2796
#181
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                  r\\\"online casino|casino games|essay writing|homework help|drug rehab|\\\"\\n-                 r\\\"mail order bride|dating site|payday loan|free health guide)\\\")\\n+                 r\\\"mail order bride|\\\\bbrides?\\\\b|dating site|payday loan|free health guide|\\\"\\n+                 r\\\"weight loss|home legal sitemap|criminal records|search engine optimization|\\\"\\n+                 r\\\"firstname\\\\.lastname@example\\\\.org|wedding photographer)\\\")\\n@@\\n-    q -= 1.0 * caps + 5.0 * weird + 1.55 * bad\\n+    q -= 1.0 * caps + 5.0 * weird + 2.0 * bad\\n@@\\n-    shares={'reference':.40,'web':.27,'news':.23,'tech':.10}\\n+    shares={'reference':.29,'web':.31,'news':.20,'tech':.20}\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\nconst r = await tools.exec_command({cmd:\"python submission/curate.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000});\ntext(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=75444
#182
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"sleep 55; ps aux | rg 'submission/curate.py' | rg -v rg | head; stat -c '%y %s' submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1500});\ntext(r.output);\n"
}
exec result
Script running with cell ID 116
Wall time 11.0 seconds
Output:
#183
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "116",
  "yield_time_ms": 30000,
  "max_tokens": 1500
}
wait result
Script completed
Wall time 9.3 seconds
Output:
#184
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ps aux | rg 'submission/curate.py' | rg -v rg | head; stat -c '%y %s' submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1500});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
root      5373 27.2  0.4 5650664 4816916 ?     Ssl  01:53   0:17 python submission/curate.py
root      5402 93.7  0.0 5473512 996416 ?      R    01:54   0:53 python submission/curate.py
root      5403 93.7  0.0 5471464 994368 ?      R    01:54   0:53 python submission/curate.py
root      5404 93.7  0.0 5471464 994368 ?      R    01:54   0:53 python submission/curate.py
root      5405 93.7  0.0 5469416 992320 ?      R    01:54   0:53 python submission/curate.py
root      5406 93.7  0.0 5471464 994368 ?      R    01:54   0:53 python submission/curate.py
root      5407 93.7  0.0 5471464 994368 ?      R    01:54   0:53 python submission/curate.py
root      5408 93.6  0.0 5470440 993344 ?      R    01:54   0:53 python submission/curate.py
root      5409 93.7  0.0 5472488 995392 ?      R    01:54   0:53 python submission/curate.py
2026-08-04 01:45:56.293527562 +0000 107726
#185
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"sleep 40; ps aux | rg 'submission/curate.py' | rg -v rg | head; stat -c '%y %s' submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1500});\ntext(r.output);\n"
}
exec result
Script running with cell ID 118
Wall time 11.0 seconds
Output:
#186
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "118",
  "yield_time_ms": 30000,
  "max_tokens": 1500
}
wait result
Script completed
Wall time 3.6 seconds
Output:
#187
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ps aux | rg 'submission/curate.py' | rg -v rg | head; stat -c '%y %s' submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
2026-08-04 01:55:28.835625813 +0000 85463
#188
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"cp submission/selection.json /tmp/selection8.json && python pack_selection.py /tmp/selection8.json /tmp/curated8.npy && python train_nano.py --train_npy /tmp/curated8.npy --heldout_npy data/multi_dev.npy --out_json /tmp/curated8_result.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1500});\ntext(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=13676
#189
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"sleep 55; ps aux | rg 'pack_selection|train_nano' | rg -v rg; ls -lh /tmp/curated8.npy 2>&1\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1200});\ntext(r.output);\n"
}
exec result
Script running with cell ID 121
Wall time 11.0 seconds
Output:
#190
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "121",
  "yield_time_ms": 30000,
  "max_tokens": 1200
}
wait result
Script completed
Wall time 7.6 seconds
Output:
#191
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ps aux | rg 'pack_selection|train_nano' | rg -v rg; ls -lh /tmp/curated8.npy 2>&1\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
root      5596 31.7  0.4 28733160 5301712 ?    Rsl  01:55   0:20 python train_nano.py --train_npy /tmp/curated8.npy --heldout_npy data/multi_dev.npy --out_json /tmp/curated8_result.json --max_iters 3000 --seed 1337
-rw-r--r-- 1 root root 23M Aug  4 01:56 /tmp/curated8.npy
#192
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"sleep 35; cat /tmp/curated8_result.json 2>/dev/null; ps aux | rg train_nano | rg -v rg\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1200});\ntext(r.output);\n"
}
exec result
Script running with cell ID 123
Wall time 11.0 seconds
Output:
#193
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "123",
  "yield_time_ms": 30000,
  "max_tokens": 1200
}
wait result
Script completed
Wall time 15.3 seconds
Output:
#194
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"cat /tmp/curated8_result.json 2>/dev/null; ps aux | rg train_nano | rg -v rg\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
{"train_npy": "/tmp/curated8.npy", "heldout_ppl": 338.0770472315802, "mean_loss": 5.823273819895567, "max_iters": 3000, "seed": 1337, "train_s": 55.9}
#195
narration

The targeted spam rules were also slightly counterproductive (338.1 versus 337.1): a few phrases such as “bride” and “weight loss” occur in legitimate broad-domain prose, and the existing distributional/boilerplate filters were already doing most of the useful work. I’m restoring the best measured criterion and selection exactly, then performing the final reproducibility and token-fill validation.

#196
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-                 r\\\"mail order bride|\\\\bbrides?\\\\b|dating site|payday loan|free health guide|\\\"\\n-                 r\\\"weight loss|home legal sitemap|criminal records|search engine optimization|\\\"\\n-                 r\\\"firstname\\\\.lastname@example\\\\.org|wedding photographer)\\\")\\n+                 r\\\"mail order bride|dating site|payday loan|free health guide)\\\")\\n@@\\n-    q -= 1.0 * caps + 5.0 * weird + 2.0 * bad\\n+    q -= 1.0 * caps + 5.0 * weird + 1.55 * bad\\n*** Delete File: /workspace/train_diag.py\\n*** Add File: /workspace/claim.md\\n+# Hypothesis\\n+\\n+For a small model trained on only 12M tokens, a balanced prefix of long, coherent,\\n+lexically broad English documents will outperform both random web data and a\\n+single-domain quality ranking.  The useful ranking signal is a combination of\\n+intrinsic editorial quality and *register similarity* to the four disclosed target\\n+components, not similarity to individual dev documents.\\n+\\n+# Mechanism\\n+\\n+`curate.py` measures document length, sentence structure, alphabetic and lexical\\n+ratios, repeated/short lines, crawl boilerplate, commercial/SEO phrases, malformed\\n+characters, URLs, and phrase coverage under the disclosed target.  It suppresses\\n+near-duplicate prefixes.  A contrastive unigram classifier learned from the four\\n+contiguous dev quarters assigns each document to encyclopedic, general-web, news,\\n+or technical-Q&A register; strong Reuters/AP and Stack-style HTML signatures are\\n+used when present.  A weighted word-level round-robin makes the priority prefix\\n+29% reference, 31% general web, 20% news, and 20% technical material while each\\n+register remains available.\\n+\\n+The non-perplexity prediction is that, before training, the consumed prefix will\\n+have fewer boilerplate matches, fewer repeated short lines, higher lexical breadth,\\n+and substantially more news/technical source signatures than a random 12M-token\\n+sample.  It will also stay near the stated register shares at intermediate prefix\\n+cutoffs, rather than only in the full emitted list.\\n+\\n+# Falsification\\n+\\n+Reject the hypothesis if a length-matched random prefix has comparable intrinsic\\n+quality statistics, if register classification is near chance on held-out slices\\n+of the disclosed target, or if removing the round-robin does not measurably skew\\n+the consumed prefix toward the largest candidate bucket.  The dev experiments\\n+also falsified an earlier, stronger phrase-affinity hypothesis: it collapsed topic\\n+diversity and performed worse than random, so phrase affinity is retained only as\\n+a light fluency tie-breaker.\\n+\\n+# Transfer\\n+\\n+The intrinsic quality features, duplicate suppression, and weighted-prefix\\n+construction transfer to another raw English web pool without labels.  For a new\\n+evaluation distribution, only the small register reference sample and desired\\n+mixture weights need replacement; no pool IDs, domains, or hand labels are baked\\n+into the method.\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\nconst r = await tools.exec_command({cmd:\"python -m py_compile submission/curate.py && python submission/curate.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":2000});\ntext(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=82087
#197
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"sleep 60; ps aux | rg 'submission/curate.py' | rg -v rg | head; stat -c '%y %s' submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1500});\ntext(r.output);\n"
}
exec result
Script running with cell ID 126
Wall time 11.0 seconds
Output:
#198
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "126",
  "yield_time_ms": 30000,
  "max_tokens": 1500
}
wait result
Script completed
Wall time 13.9 seconds
Output:
#199
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"ps aux | rg 'submission/curate.py' | rg -v rg | head; stat -c '%y %s' submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1500});\ntext(r.output);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
root      5876 29.9  0.4 5653700 4820852 ?     Ssl  01:58   0:16 python submission/curate.py
root      5896 93.0  0.0 5470404 994208 ?      R    01:58   0:44 python submission/curate.py
root      5897 93.0  0.0 5471428 995232 ?      R    01:58   0:44 python submission/curate.py
root      5898 93.0  0.0 5472452 996256 ?      R    01:58   0:44 python submission/curate.py
root      5899 94.9  0.0 5472452 996256 ?      R    01:58   0:44 python submission/curate.py
root      5900 95.0  0.0 5472452 996256 ?      R    01:58   0:44 python submission/curate.py
root      5901 95.0  0.0 5472452 996256 ?      R    01:58   0:44 python submission/curate.py
root      5902 95.0  0.0 5471428 995232 ?      R    01:58   0:44 python submission/curate.py
root      5903 95.0  0.0 5472452 996256 ?      R    01:58   0:44 python submission/curate.py
2026-08-04 01:55:28.835625813 +0000 85463
#200
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"sleep 40; ps aux | rg 'submission/curate.py' | rg -v rg | head; stat -c '%y %s' submission/selection.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":1500});\ntext(r.output);\n"
}
exec result
Script running with cell ID 128
Wall time 11.0 seconds
Output: