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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
217
duration
1h 4m
recorded
2026-08-03

run iddclm-nano-curation__5zjKKAd

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

download JSON ↗
codexgpt-5.6-sol230 turns13 narration217 reasoning217 action217 observation1 final
#51
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "31",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 15.9 seconds
Output:
{"chunk_id":"6ea3a3","wall_time_seconds":30.002070672,"session_id":81042,"original_token_count":0,"output":""}
#52
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:81042,chars:\"\",yield_time_ms:30000,max_output_tokens:3000});\ntext(r);\n"
}
exec result
Script running with cell ID 32
Wall time 11.0 seconds
Output:
#53
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "32",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}
wait result
Script completed
Wall time 1.1 seconds
Output:
{"chunk_id":"521810","wall_time_seconds":15.238746936,"exit_code":0,"original_token_count":70,"output":"{\"overall_loss\": 5.985554959306458, \"overall_ppl\": 397.6431357864982, \"quarter_loss\": [6.739917520616875, 5.767442695430068, 5.999978104575735, 5.433038211259686], \"quarter_ppl\": [845.4909973991807, 319.71906727333226, 403.41996034484407, 228.84346508932936], \"train_s\": 56.0}\n"}
#54
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json\\nR=json.load(open('candidates/scores.json'))\\ndef score(r,j):\\n return [r['q']+10*r['enc']+1.5*r['aff'][0],r['q']+.6*r['aff'][1],r['q']+12*r['news']+1.2*r['aff'][2],r['q']+15*r['tech']+1.5*r['aff'][3]][j]\\ndef lane(r):return max(range(4),key=lambda j:score(r,j)-r['q'])\\nT={j:sorted([r for r in R if lane(r)==j],key=lambda r:score(r,j),reverse=True)[:12] for j in range(4)}\\nwant={r['id'] for z in T.values() for r in z};texts={}\\nfor l in open('data/pool.jsonl'):\\n d=json.loads(l)\\n if d['id'] in want:texts[d['id']]=d['text']\\nfor j in range(4):\\n print('\\\\n======== LANE',j)\\n for r in T[j]: print(r['id'],'q',round(r['q'],2),'s',round(score(r,j),2),'len',len(texts[r['id']]),repr(texts[r['id']][:260]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":14000});\ntext(r);\n"
}
exec result
Script completed
Wall time 5.9 seconds
Output:
{"chunk_id":"e5cd8b","wall_time_seconds":5.728727684,"exit_code":0,"original_token_count":3518,"output":"\n======== LANE 0\n12020 q 3.28 s 4.34 len 22075 'President Frederic Will, BA, Ph.D.\\nVice President Susan Nash, BS, MA, Ph.D.\\nSecretary Turhan I. Baykan, MD, Ph.D.\\nStuart Blackburn, Ph.D.\\nStuart Blackburn did his PhD at the University of California, Berkeley, in South Asian Studies and Folklore. He taught for'\n82269 q 3.48 s 3.95 len 24054 'Hill 303 massacre\\n|Hill 303 massacre|\\nBodies of massacre victims gathered near Waegwan, South Korea, many with their hands still bound\\n|Location||Hill 303, Waegwan, South Korea|\\n|Date||August 17, 1950\\n|Target||U.S. Army prisoners of war|\\n|Deaths||42 prisoners '\n35377 q 2.96 s 3.7 len 15122 '|History of literature\\n|Modern by century|\\nLatin literature includes the essays, histories, poems, plays, and other writings written in the Latin language. Beginning around the 3rd century BC, it took two centuries to become a dominant literature of ancient Ro'\n40263 q 3.31 s 3.67 len 12814 '<|endoftext|>Category Archives: D\\nRikki Dadason (Soccer. Born, Mossfellbaer, Iceland, Apr. 26, 1972.) Ivy League career leader in goals (50), Rikhardur Dadason was also a member of Iceland’s national team (1991-93). During his freshman year at Columbia, Dadaso'\n75452 q 3.3 s 3.6 len 19935 'Home News Obituaries OBITUARIES FOR FEBRUARY 16 - 28, 2003\\nOBITUARIES FOR FEBRUARY 16 - 28, 2003\\nHarriet S. Miller\\nHarriet S. Miller, 86, died Feb. 16 at her home in Elgin.\\nA celebration of life was scheduled for 11 a.m. today at the Elgin Christian Church, wi'\n11892 q 2.5 s 3.6 len 2657 'Western Reserve Northern Ohio Historical Society\\nOn May 28, 1867, the predecessor to the Western Reserve Historical Society, the Western Reserve & Northern Ohio History Connection, formed in Cleveland, Ohio. The society was originally part of the Cleveland Lib'\n5554 q 3.19 s 3.59 len 2961 'April 6, 1984\\nThe President today announced his intention to nominate Robert S. Cooper to be an Assistant Secretary of Defense (Research and Technology). This is a new position.\\nMr. Cooper is currently Director of the Defense Advanced Research Projects Agency '\n54931 q 2.83 s 3.58 len 3209 'ade, Paul William, born on 16-04-1889, four days before Adolf Hitler\\n(did you know\\n) in Fort Wayne, Indiana, served with the 322nd\\nInfantry Division in France during World War I. With the 322nd\\nInfantry Division in the occupancy of the St. Die sector, the Vosg'\n86014 q 2.9 s 3.54 len 6216 \"<|endoftext|>6th Ranger Battalion\\n|6th Ranger Battalion|\\nWWII Ranger Battalions' shoulder sleeve insignia\\n|Country||United States of America|\\n|Branch||United States Army|\\n|Type||Special operations and Light infantry|\\n|Engagements||World War II|\\n|Lt. Col. Henry\"\n12853 q 3.47 s 3.54 len 18031 'THIS OPINION HAS NO PRECEDENTIAL VALUE. IT SHOULD NOT BE CITED OR RELIED ON AS PRECEDENT IN ANY PROCEEDING EXCEPT AS PROVIDED BY RULE 239(d)(2), SCACR.\\nTHE STATE OF SOUTH CAROLINA\\nIn The Court of Appeals\\nThe Milton P. Demetre Family Limited Partnership, Plaint'\n48637 q 2.98 s 3.51 len 12681 '<|endoftext|>[A short biography]\\nFRANKLIN, Benjamin, (uncle of Franklin Davenport), a Delegate from Pennsylvania; born in Boston, Mass., January 17, 1706; attended the Boston Grammar School one year; was instructed in elementary branches by a private tutor; em'\n39373 q 2.97 s 3.49 len 49967 \"Hartford was founded in 1635 and is among the oldest cities in the United States. It is home to the country's oldest public art museum (Wadsworth Atheneum), the oldest publicly funded park (Bushnell Park), the oldest continuously published newspaper (the Hartf\"\n\n======== LANE 1\n71859 q 3.37 s 3.44 len 19286 '<|endoftext|>Transcript of Video Titled “Massage Chair Industry Update – December 16, 2015”\\nAlan: Hi, I’m Dr. Alan Weidner from ‘Massage-Chair-Relief.com’ and today is our biweekly massage chair industry update for Wednesday, December 16th. This is our last on'\n46890 q 3.43 s 3.44 len 24038 ' New Generation (Part1- Section2)\\nPosted By: Zack Wilder<DMasterChief88@aol.com>\\nDate: 8 September 2004, 12:59 AM\\nZack looked back and saw Joe attempt what he had just done. Joe failed miserably and\\ncost him the chase. Zack slowed the car down and breathed a s'\n99322 q 3.42 s 3.42 len 31902 ' differences |\\nMethods | Statistics | Clinical | Educational | Industrial | Professional items | World psychology |\\nPhilosophy Index: Aesthetics · Epistemology · Ethics · Logic · Metaphysics · Consciousness · Philosophy of Language · Philosophy of Mind · Philo'\n6349 q 3.39 s 3.42 len 17258 'If this is your first visit , please refer to the \\'K-Grammar basics\\' first . Also, If you are interested in Korean tutoring by Skype, please contact my facebook for more information about my hour rate and available time\\n26. V -지 말라고 하다 \" to tell somebody not t'\n124869 q 3.36 s 3.39 len 27964 \" 5062<|endoftext|>NiceStories.com: Writer's profile for Reid Laurence\\nmain menu | standard categories | authors | new stories | search | links | settings | author tools\\nWriter's profile for 'Reid Laurence'\\nEmail address reidgaller@sbcglobal.net\\nState Missouri\\n\"\n147525 q 3.36 s 3.39 len 27954 \": Writer's profile for Reid Laurence\\nmain menu | standard categories | authors | new stories | search | links | settings | author tools\\nWriter's profile for 'Reid Laurence'\\nEmail address reidgaller@sbcglobal.net\\nState Missouri\\nCountry US\\nSex Male\\nShort bio I w\"\n106047 q 3.41 s 3.38 len 22671 \" dream!<|endoftext|>Howdy folks, this image is about Carters High Chair Cover #1 Baby On Board Insider - Baby/Toddler Product Reviews - Blogger. It is a image/jpeg and the resolution of this photo is 984 x 1312. It's file size is just 104 KB. If You want to do\"\n58334 q 3.35 s 3.38 len 18935 '<|endoftext|>Family Members: ICU Care and Communication: Complete data relevant to the measures used for comparison purposes in this study were provided by 2,596 respondents, 330 family members, and 2,266 patients for the longitudinal study, and by 3,731 respo'\n69431 q 3.34 s 3.35 len 20198 ' to Transcripts main page\\nHOUSE CALL WITH DR. SANJAY GUPTA\\nInnovative Techniques in Forensic Science; CSI on the TV and in Real Life\\nAired May 14, 2005 - 08:30 ET\\nTHIS IS A RUSH TRANSCRIPT. THIS COPY MAY NOT BE IN ITS FINAL FORM AND MAY BE UPDATED.\\nSANJAY GUPT'\n97917 q 3.4 s 3.35 len 12732 '<|endoftext|>No results found.\\nCaptain Jim Brass\\nYoung Woman #1\\nYoung Woman #2\\nVoted number 2 in a CSI top 10 poll on the New Zealand TV3 website. The top ten episodes were played on TV as they were voted for.\\nNick has a nickname used by his dad: Poncho\\nGoof: '\n91911 q 3.24 s 3.33 len 26374 \"<|endoftext|>Return to Transcripts main page\\nWhat's Best for Party Politics: Pragmatism or Purity?; GOP Tearing Itself Apart?\\nAired March 10, 2014 - 18:28 ET\\nTHIS IS A RUSH TRANSCRIPT. THIS COPY MAY NOT BE IN ITS FINAL FORM AND MAY BE UPDATED.\\nMARC LAMONT HILL\"\n92947 q 3.25 s 3.33 len 26053 '-class athlete reflects on the mental, physical and spiritual strength that brought her to her goal.\\nLong-distance swimmer Diana Nyad\\nTavis: Diana Nyad had tried to swim from Cuba to Florida four times, only to be defeated by strong currents and merciless jell'\n\n======== LANE 2\n53838 q 1.43 s 4.37 len 677 ' Best<|endoftext|>NewsTV.pk only collects the videos from the Internet and claims no ownership. NewsTV.pk is not responsible for any content but their owners who posted the videos on the Internet.\\nNewsTV covers all national and regional Satellite News TV Chann'\n118695 q 3.16 s 4.18 len 21843 ' News, Development News from Bihar,Local News from Bihar,Patna News: Bihar News, Latest News from Bihar, News of Bihar, Biharprabha News\\nBihar News, Development News from Bihar,Local News from Bihar,Patna News\\nBihar News, Development News from Bihar,Local News'\n141351 q 3.16 s 4.18 len 21843 ' News, Development News from Bihar,Local News from Bihar,Patna News: Bihar News, Latest News from Bihar, News of Bihar, Biharprabha News\\nBihar News, Development News from Bihar,Local News from Bihar,Patna News\\nBihar News, Development News from Bihar,Local News'\n45258 q 2.63 s 4.12 len 1100 ' Tiernan Ray\\nQualcomm (QCOM) this afternoon reported fiscal Q2 revenue slightly ahead of what analysts were modeling, and EPS in line, offered a lighter-than-expected EPS view for this quarter, and raised its year revenue outlook.\\nRevenue in the three months e'\n114323 q 2.57 s 4.11 len 2005 '<|endoftext|>CORNING, N.Y. -- New York State Police identified a trooper who was killed early Monday morning in Steuben County and the suspect, a school principal, who was also found dead, police said.\\nTrooper Nicholas F. Clark, 29, was fatally shot responding'\n25148 q 2.78 s 4.09 len 1100 \"<|endoftext|>How the Dow Jones industrial average did Thursday\\nStocks rose modestly Thursday, sending the Standard & Poor's 500 index to another record high. Investors rallied behind a bidding war in the food industry as well as a somewhat positive report on t\"\n69245 q 3.11 s 4.05 len 2686 'North country counties saw an increase in first-quarter sales tax receipts, with Lewis County seeing a particularly big jump following a return to more typical winter weather.\\nI attribute it to the snow, said Lewis County Treasurer Patricia L. OBrien, whose co'\n69342 q 2.5 s 4.04 len 1326 'achLocal Narrowly Misses Market ExpectationsTuesday, February 12, 2013\\nReachLocal announced quarterly and full-year financial results Tuesday that narrowly missed analyst expectations.\\nThe Woodland Hills company, which helps small businesses market online, rep'\n46497 q 2.77 s 4.03 len 5223 '<|endoftext|>Nearly all the German carmakers continued to post sales increases this past month, with Porsche being the sole exception. Other German automakers reported a general increase in sales ranging from 3.6 percent (Audi) to a whopping 96 percent (Smart)'\n65934 q 2.53 s 4.02 len 2010 'Sony Corp. said Thursday that it posted an ¥18 billion group operating loss for the third quarter that ended in December as its mainline electronics business was battered by the higher yen, the global recession and stiff competition.\\nThe result — a dramatic tu'\n62198 q 2.63 s 4.0 len 2677 \" overtook the United States in March as the biggest market for wireless services after China, when 10.2 million people signed up for mobile phone services that month to take the country's user base past 261 million.\\nReliance, part of the Anil Dhirubhai Ambani \"\n66592 q 2.77 s 3.99 len 4304 '�Huntsman’ sequel misfires; ‘Jungle Book’ reigns\\n\"The Jungle Book\" remained king of the box office in its second weekend in theaters, beating new opener \"The Huntsman: Winter\\'s War\" by around $40 million, according to comScore estimates Sunday.\\nDisney\\'s live-a'\n\n======== LANE 3\n165601 q -4.31 s 12.57 len 14 'data); } }); }'\n163002 q 1.55 s 7.16 len 8092 '\\ngPowered byeMuseum<|endoftext|>Instantiate Java\\nWay2Java\\na blog for Java\\nResponsive Menu\\nHome\\nTable Of Contents\\nSearch\\nInstantiate Java\\nJava General\\nInstantiate Java\\nS. Nageswara Rao, Corporate Trainer\\nAugust 18, 2013\\n2 Comments\\nIn Java, object creation is kn'\n112872 q 3.02 s 6.37 len 1101 ' swimming.\"<|endoftext|>Execute testthat tests in a packageSource:\\ntest()runs all tests in a package. It\\'s a shortcut for\\ntest()on the active file.\\ntest(pkg = \".\", filter = NULL, stop_on_failure = FALSE, export_all = TRUE, ...) test_active_file(file = find_act'\n16782 q 2.74 s 6.22 len 1062 'Can ASP.net application using framework 4.0 run on IIS 5.1, I get a CompilerVersion attribute error\\nPosted on 2012-04-03\\nI have developed an ASP.net application debuged with Visual Web Developer 2010 framework 4.0, My operating system is Windows XP. When I pub'\n83560 q 2.32 s 6.2 len 859 '.<|endoftext|>A friendly place for programming greenhorns!\\nBig Moose Saloon\\nRegister / Login\\nJava in General\\nCreate EAR file using java application\\nJoined: Jul 01, 2009\\nMay 18, 2012 00:20:07\\nIs there a way to create EAR file from Exploded EAR folder using a\\ncl'\n49109 q 2.49 s 6.07 len 2744 '<|endoftext|>SCCM 1606 Upgrade SQL Server 2014 SQL Server 2016 – In this post we will see the steps to upgrade SQL server 2014 to SQL Server 2016. This post is related to SCCM as we will be performing an inplace upgrade of SQL Server 2014 to 2016 installed for'\n162538 q -0.67 s 5.77 len 1423 'int\\nUp\\nModule Stdint\\nmodule Stdint: sig .. end\\nStandard integer types\\ntype int8\\nSigned 8-bit integer\\ntype int16\\nSigned 16-bit integer\\ntype int24\\nSigned 24-bit integer\\ntype int40\\nSigned 40-bit integer\\ntype int48\\nSigned 48-bit integer\\ntype int56\\nSigned 56-bit in'\n21210 q 2.71 s 5.76 len 1675 'Automation Anywhere provides powerful pre-defined system variables that you can use to design Logic Blocks.\\nNote: Though similar, not to be confused with System Variables available in Task Editor.\\nSystem Variable types that can be used in the Logic Block inclu'\n132636 q 1.7 s 5.59 len 1828 \"Generics Base class constraints, C# - rextester\\nRun Code | Code Wall | Users | Misc | Feedback | About | Login | Theme | Privacy\\nGenerics Base class constraints\\n//Title of this code //Rextester.Program.Main is the entry point for your code. Don't change it. //\"\n155292 q 1.7 s 5.59 len 1828 \"Generics Base class constraints, C# - rextester\\nRun Code | Code Wall | Users | Misc | Feedback | About | Login | Theme | Privacy\\nGenerics Base class constraints\\n//Title of this code //Rextester.Program.Main is the entry point for your code. Don't change it. //\"\n142465 q 0.46 s 5.57 len 3807 ' Example Java Program - Java Programs\\nHome\\nC\\nC++\\nJava\\nKotlin\\nApps\\nFacebook\\nMail\\nJava Programs\\nGo\\nToggle navigation\\nHome\\nJAVA BASICS\\nBasic Programs\\nData Type Programs\\nVariable Programs\\nOperator Programs\\nCONDITIONAL\\nAccess Specifier Programs\\nConditional Statemen'\n58040 q 2.62 s 5.55 len 599 \"<|endoftext|>When I try to use the import tools in OJS 2.0.2 to import the data in 1.1.8 to 2.0.2, I receive an error:\\n- DB Error: Duplicate entry 'g' for key 2\\nInterestingly, I can see 171 users in the database of the ojs2.\\nI tried to delete the 172th user in\"\n"}
#55
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,difflib,re,hashlib\\nwant={118695,141351,132636,155292,124869,147525,106047,128703}\\nt={}\\nfor l in open('data/pool.jsonl'):\\n d=json.loads(l)\\n if d['id'] in want:t[d['id']]=d['text']\\nfor a,b in [(118695,141351),(132636,155292),(124869,147525),(106047,128703)]:\\n x=t.get(a,'');y=t.get(b,'');\\n print(a,b,len(x),len(y),x==y,difflib.SequenceMatcher(None,x[:5000],y[:5000],autojunk=True).ratio(),repr(x[:70]),repr(y[:70]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":3000});\ntext(r);\n"
}
exec result
Script completed
Wall time 2.9 seconds
Output:
{"chunk_id":"0abf9d","wall_time_seconds":2.714355425,"exit_code":0,"original_token_count":184,"output":"118695 141351 21843 21843 True 1.0 ' News, Development News from Bihar,Local News from Bihar,Patna News: B' ' News, Development News from Bihar,Local News from Bihar,Patna News: B'\n132636 155292 1828 1828 True 1.0 'Generics Base class constraints, C# - rextester\\nRun Code | Code Wall |' 'Generics Base class constraints, C# - rextester\\nRun Code | Code Wall |'\n124869 147525 27964 27954 False 0.9934 \" 5062<|endoftext|>NiceStories.com: Writer's profile for Reid Laurence\\n\" \": Writer's profile for Reid Laurence\\nmain menu | standard categories |\"\n106047 128703 22671 14653 False 0.0084 ' dream!<|endoftext|>Howdy folks, this image is about Carters High Chai' ' Commission<|endoftext|>Via Email: - University of Mississippi Medical'\n"}
#56
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python - <<'PY'\\nimport json,numpy as np\\nR=json.load(open('candidates/scores.json'))\\nfor k in ['q','vocab','common','short','chars','tech','news','enc']:\\n x=np.array([r[k] for r in R]);print(k,np.percentile(x,[1,5,10,25,50,75,90,95,99]))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":3000});\ntext(r);\n"
}
exec result
Script completed
Wall time 1.7 seconds
Output:
{"chunk_id":"1db2c8","wall_time_seconds":1.533272733,"exit_code":0,"original_token_count":212,"output":"q [-3.16231829 -1.55147145 -0.75397958  0.65855198  1.71327975  2.13695174\n  2.40826586  2.55540999  2.81418854]\nvocab [0.61498373 0.7470759  0.79953488 0.86351158 0.90960613 0.94101877\n 0.96212121 0.97240673 0.98989899]\ncommon [0.04292232 0.11320755 0.16448887 0.27293578 0.375      0.43636364\n 0.47961859 0.50221027 0.54165915]\nshort [0.         0.         0.         0.08333333 0.37037037 0.78571429\n 0.92063492 0.9552925  0.991699  ]\nchars [  160.     408.     561.    1050.    2246.    4500.    8458.   13064.35\n 34874.  ]\ntech [0.         0.         0.         0.00105042 0.00610376 0.01392758\n 0.02740383 0.04166667 0.08547009]\nnews [0.         0.         0.         0.         0.00521622 0.01369863\n 0.02666667 0.03759398 0.06470588]\nenc [0.         0.         0.         0.00704225 0.01351351 0.0212766\n 0.03056027 0.03773585 0.05555556]\n"}
#57
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Add File: /workspace/refine_candidates.py\\n+#!/usr/bin/env python3\\n+\\\"\\\"\\\"Build deduplicated, quota-controlled development candidates from cached scores.\\\"\\\"\\\"\\n+import hashlib\\n+import json\\n+from pathlib import Path\\n+\\n+ROOT=Path('/workspace'); C=ROOT/'candidates'\\n+rows=json.load(open(C/'scores.json')); byid={r['id']:r for r in rows}\\n+\\n+# Exact hashes plus a long-page tail anchor catch both literal duplicates and crawl\\n+# chunks that differ only in a short prefix at an <|endoftext|> boundary.\\n+fp={}; extra={}\\n+for line in open(ROOT/'data/pool.jsonl'):\\n+    d=json.loads(line);t=d['text'];low=t.lower();parts=t.split('<|endoftext|>');long=max(parts,key=len).strip()\\n+    exact=hashlib.blake2b(t.encode(),digest_size=12).hexdigest()\\n+    tail=(hashlib.blake2b(long[-1800:].encode(),digest_size=12).hexdigest()\\n+          if len(long)>=3600 else None)\\n+    fp[d['id']]=(exact,tail)\\n+    extra[d['id']]={\\n+      'wiki': sum(x in t for x in ('|Country||','|Location||','|Born||','|Type||','|Kingdom||','|Established||')),\\n+      'qa': int('<pre><code>' in t)+int('<code>' in t)+int('Posted on ' in t and '?' in t),\\n+      'news': int('Reuters' in t)+int('Associated Press' in t)+int(' told ' in low and ' said ' in low),\\n+    }\\n+print('fingerprinted',len(fp),flush=True)\\n+\\n+def old_scores(r):\\n+    e=extra[r['id']]\\n+    return [r['q']+10*r['enc']+1.5*r['aff'][0]+.15*e['wiki'],\\n+            r['q']+.6*r['aff'][1],\\n+            r['q']+12*r['news']+1.2*r['aff'][2]+.08*e['news'],\\n+            r['q']+15*r['tech']+1.5*r['aff'][3]+.12*e['qa']]\\n+def moderate_scores(r):\\n+    e=extra[r['id']]\\n+    return [r['q']+6*r['enc']+.9*r['aff'][0]+.22*min(e['wiki'],2),\\n+            r['q']+.35*r['aff'][1],\\n+            r['q']+6*r['news']+.7*r['aff'][2]+.10*e['news'],\\n+            r['q']+7*r['tech']+.8*r['aff'][3]+.18*e['qa']]\\n+\\n+def exclusive_lists(scorefun):\\n+    lanes=[[] for _ in range(4)]\\n+    for r in rows:\\n+        s=scorefun(r);j=max(range(4),key=lambda z:s[z]-r['q']);lanes[j].append((s[j],r))\\n+    for x in lanes:x.sort(key=lambda z:z[0],reverse=True)\\n+    return lanes\\n+def inclusive_lists(scorefun):\\n+    return [sorted([(scorefun(r)[j],r) for r in rows],key=lambda z:z[0],reverse=True) for j in range(4)]\\n+\\n+def build(lanes,weights,dedup=True):\\n+    pos=[0]*4;mass=[0]*4;out=[];used=set();seen_exact=set();seen_tail=set();rejected=[]\\n+    # 250 MB of selected text is ample fallback beyond the actual ~48 MB prefix.\\n+    while sum(mass)<250_000_000:\\n+        active=[j for j in range(4) if pos[j]<len(lanes[j])]\\n+        if not active:break\\n+        j=min(active,key=lambda z:mass[z]/weights[z])\\n+        r=lanes[j][pos[j]][1];pos[j]+=1;i=r['id']\\n+        if i in used:continue\\n+        exact,tail=fp[i]\\n+        if dedup and (exact in seen_exact or (tail is not None and tail in seen_tail)):\\n+            rejected.append(i);used.add(i);continue\\n+        used.add(i);out.append(i);mass[j]+=r['chars'];seen_exact.add(exact)\\n+        if tail is not None:seen_tail.add(tail)\\n+    # Ensure a very deep valid fallback while preserving rank order for unused IDs.\\n+    fallback=sorted(rows,key=lambda r:r['q'],reverse=True)\\n+    out.extend(r['id'] for r in fallback if r['id'] not in used)\\n+    out.extend(rejected)\\n+    print('built',len(out),'prefix',len(used),'mass',[round(x/1e6,1) for x in mass],flush=True)\\n+    return out\\n+\\n+old=exclusive_lists(old_scores)\\n+mod_inc=inclusive_lists(moderate_scores)\\n+variants={\\n+ 'dedup_equal_old':build(old,[.25,.25,.25,.25]),\\n+ 'dedup_wiki35_old':build(old,[.35,.20,.25,.20]),\\n+ 'dedup_equal_mod':build(mod_inc,[.25,.25,.25,.25]),\\n+ 'dedup_wiki35_mod':build(mod_inc,[.35,.20,.25,.20]),\\n+ 'dedup_wiki40_mod':build(mod_inc,[.40,.20,.25,.15]),\\n+}\\n+for name,ids in variants.items():json.dump(ids,open(C/(name+'.json'),'w'))\\n*** End Patch\";\ntext(await tools.apply_patch(patch));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{}
#58
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python refine_candidates.py\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":5000});\ntext(r);\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"bd6b19","wall_time_seconds":1.001092006,"session_id":80918,"original_token_count":0,"output":""}
#59
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:80918,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}
exec result
Script running with cell ID 38
Wall time 11.0 seconds
Output:
#60
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "38",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}
wait result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"835bf3","wall_time_seconds":12.171792783,"exit_code":0,"original_token_count":76,"output":"fingerprinted 182016\nbuilt 182014 prefix 52370 mass [62.5, 62.5, 62.5, 62.5]\nbuilt 182014 prefix 54017 mass [87.5, 50.0, 62.5, 50.0]\nbuilt 182014 prefix 43610 mass [62.5, 62.5, 62.5, 62.5]\nbuilt 182014 prefix 43609 mass [87.5, 50.0, 62.5, 50.0]\nbuilt 182014 prefix 43344 mass [100.0, 50.0, 62.6, 37.5]\n"}
#61
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"free -h && cat .timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r);\n"
}
exec result
Script completed
Wall time 0.1 seconds
Output:
{"chunk_id":"3f989c","wall_time_seconds":0.000030441,"exit_code":0,"original_token_count":53,"output":"               total        used        free      shared  buff/cache   available\nMem:           1.0Ti        66Mi       1.0Ti          0B       448Mi       1.0Ti\nSwap:             0B          0B          0B\n4519\n"}
#62
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const names = [\"dedup_equal_old\",\"dedup_wiki35_old\",\"dedup_equal_mod\",\"dedup_wiki35_mod\",\"dedup_wiki40_mod\"];\nconst rs = await Promise.all(names.map(n => tools.exec_command({cmd:`python pack_selection.py candidates/${n}.json /tmp/${n}.npy`,workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:1200})));\nrs.forEach((r,i)=>text(names[i]+\": \"+JSON.stringify(r)));\n"
}
exec result
Script completed
Wall time 1.3 seconds
Output:
dedup_equal_old: {"chunk_id":"64855b","wall_time_seconds":1.000502598,"session_id":92627,"original_token_count":0,"output":""}dedup_wiki35_old: {"chunk_id":"158f9e","wall_time_seconds":1.001932651,"session_id":46252,"original_token_count":0,"output":""}dedup_equal_mod: {"chunk_id":"e472ae","wall_time_seconds":1.001418836,"session_id":30577,"original_token_count":0,"output":""}dedup_wiki35_mod: {"chunk_id":"a0655d","wall_time_seconds":1.00121668,"session_id":75007,"original_token_count":0,"output":""}dedup_wiki40_mod: {"chunk_id":"113bd9","wall_time_seconds":1.001969543,"session_id":74290,"original_token_count":0,"output":""}
#63
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const ids=[92627,46252,30577,75007,74290];\nconst rs=await Promise.all(ids.map(session_id=>tools.write_stdin({session_id,chars:\"\",yield_time_ms:30000,max_output_tokens:1200})));\nrs.forEach(r=>text(r));\n"
}
exec result
Script running with cell ID 41
Wall time 11.0 seconds
Output:
#64
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "41",
  "yield_time_ms": 30000,
  "max_tokens": 7000
}
wait result
Script completed
Wall time 11.5 seconds
Output:
{"chunk_id":"e92f28","wall_time_seconds":30.001757771,"session_id":92627,"original_token_count":46,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (4798 > 1024). Running this sequence through the model will result in indexing errors\n"}{"chunk_id":"59fde4","wall_time_seconds":30.001415124,"session_id":46252,"original_token_count":46,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (4798 > 1024). Running this sequence through the model will result in indexing errors\n"}{"chunk_id":"05cc69","wall_time_seconds":30.001142163,"session_id":30577,"original_token_count":46,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (5414 > 1024). Running this sequence through the model will result in indexing errors\n"}{"chunk_id":"148009","wall_time_seconds":30.001046481,"session_id":75007,"original_token_count":46,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (5414 > 1024). Running this sequence through the model will result in indexing errors\n"}{"chunk_id":"566c5f","wall_time_seconds":30.001018851,"session_id":74290,"original_token_count":46,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (5414 > 1024). Running this sequence through the model will result in indexing errors\n"}
#65
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const ids=[92627,46252,30577,75007,74290];\nconst rs=await Promise.all(ids.map(session_id=>tools.write_stdin({session_id,chars:\"\",yield_time_ms:30000,max_output_tokens:1200})));\nrs.forEach(r=>text(r));\n"
}
exec result
Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"f5cb56","wall_time_seconds":9.36e-7,"exit_code":0,"original_token_count":17,"output":"packed 12000000 tokens from 182014 ids -> /tmp/dedup_equal_old.npy\n"}{"chunk_id":"397a9e","wall_time_seconds":0.000003224,"exit_code":0,"original_token_count":17,"output":"packed 12000000 tokens from 182014 ids -> /tmp/dedup_wiki35_old.npy\n"}{"chunk_id":"5cc8fd","wall_time_seconds":0.000001886,"exit_code":0,"original_token_count":17,"output":"packed 12000000 tokens from 182014 ids -> /tmp/dedup_equal_mod.npy\n"}{"chunk_id":"2e1764","wall_time_seconds":0.000001045,"exit_code":0,"original_token_count":17,"output":"packed 12000000 tokens from 182014 ids -> /tmp/dedup_wiki35_mod.npy\n"}{"chunk_id":"366651","wall_time_seconds":0.000005934,"exit_code":0,"original_token_count":17,"output":"packed 12000000 tokens from 182014 ids -> /tmp/dedup_wiki40_mod.npy\n"}
#66
narration

The refined set is ready: it removes exact and crawl-shift duplicates, softens the overaggressive “one keyword means technical” ranking, and tests encyclopedia allocations from 25% to 40%. Five exact 12M-token arrays are packed. I’m running the ablation grid now; after it identifies the best mix, I’ll do one per-domain confirmation and turn that criterion into the final standalone curate.py.

#67
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const cmd = [\"dedup_equal_old\",\"dedup_wiki35_old\",\"dedup_equal_mod\",\"dedup_wiki35_mod\",\"dedup_wiki40_mod\"].map(n=>`python train_nano.py --train_npy /tmp/${n}.npy --heldout_npy data/multi_dev.npy --out_json /tmp/${n}_eval.json`).join(\" && \");\nconst r=await tools.exec_command({cmd,workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:7000});text(r);\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"fb1098","wall_time_seconds":1.001283792,"session_id":39940,"original_token_count":0,"output":""}
#68
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:39940,chars:\"\",yield_time_ms:30000,max_output_tokens:7000});\ntext(r);\n"
}
exec result
Script running with cell ID 44
Wall time 11.0 seconds
Output:
#69
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "44",
  "yield_time_ms": 30000,
  "max_tokens": 7000
}
wait result
Script completed
Wall time 15.7 seconds
Output:
{"chunk_id":"27979c","wall_time_seconds":30.001037592,"session_id":39940,"original_token_count":0,"output":""}
#70
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:39940,chars:\"\",yield_time_ms:30000,max_output_tokens:7000});\ntext(r);\n"
}
exec result
Script running with cell ID 45
Wall time 11.0 seconds
Output:
#71
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "45",
  "yield_time_ms": 30000,
  "max_tokens": 7000
}
wait result
Script completed
Wall time 16.4 seconds
Output:
{"chunk_id":"674c1a","wall_time_seconds":30.001119363,"session_id":39940,"original_token_count":18,"output":"HELDOUT_PPL 376.783  loss 5.9317  train_s 55  /tmp/dedup_equal_old.npy\n"}
#72
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:39940,chars:\"\",yield_time_ms:30000,max_output_tokens:7000});\ntext(r);\n"
}
exec result
Script running with cell ID 46
Wall time 11.0 seconds
Output:
#73
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "46",
  "yield_time_ms": 30000,
  "max_tokens": 7000
}
wait result
Script completed
Wall time 11.3 seconds
Output:
{"chunk_id":"883567","wall_time_seconds":30.001323869,"session_id":39940,"original_token_count":0,"output":""}
#74
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:39940,chars:\"\",yield_time_ms:30000,max_output_tokens:7000});\ntext(r);\n"
}
exec result
Script running with cell ID 47
Wall time 11.0 seconds
Output:
#75
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "47",
  "yield_time_ms": 30000,
  "max_tokens": 7000
}
wait result
Script completed
Wall time 16.5 seconds
Output:
{"chunk_id":"28e0b2","wall_time_seconds":30.001399785,"session_id":39940,"original_token_count":18,"output":"HELDOUT_PPL 378.847  loss 5.9371  train_s 54  /tmp/dedup_wiki35_old.npy\n"}