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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
285
duration
1h 22m
recorded
2026-08-04

run iddclm-nano-curation__NqS7udZ

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

download JSON ↗
codexgpt-5.6-sol294 turns9 narration285 reasoning285 action285 observation1 final
#101
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:40401,chars:\"\",yield_time_ms:30000,max_output_tokens:30000}); text(r);\n"
}
exec result
Script completed
Wall time 1.0 seconds
Output:
{"chunk_id":"7e1eaa","wall_time_seconds":0.951858385,"exit_code":0,"original_token_count":4884,"output":"counts [ 18805 143305  13058   6848]\n\nD 0\n180510 4.23 [ -2.8  -4.  -16.1 -46.2] NETLOOK CAR PORTAL | NEW TOYOTA COROLLA AUTOS IN SEBRING, FLORIDA Home | New Search | Search Results Make: Model: Price Range: $0 $1,000 $2,000 $3,000 $4,000 $5,000 $6,000 $7,000 $8,000 $9,000 $10,000 $11,000 $12,000 $13\n98125 5.12 [  2.   -2.2  -5.6 -17.2]  stratosphere is a layer of Earth’s atmosphere. The stratosphere is the second layer, as one moves upward from Earth’s surface, of the atmosphere. The stratosphere is above the troposphere and below the mesosphere. The t\n88246 5.31 [  0.8  -0.1  -0.7 -26. ] By Mark Felsenthal and Will Dunham WASHINGTON (Reuters) – The White House on Monday forecast more robust economic growth in 2014 than last year and a further pickup in the economy for 2015. Under a White House projection\n1183 5.6 [  1.4  -4.3 -11.1 -18.3] Renewable electricity production, from sources such as wind power and solar power, is sometimes criticized for being variable or intermittent, but is not true for concentrated solar, geothermal and biofuels, that have co\n83413 5.62 [  1.5  -1.8  -1.5 -18.3] <|endoftext|>Gallup: U.S. Approval Down Across the Region On Sept. 24, Gallup released a poll showing that U.S. approval in the Middle East was already waning before the “Innocence of Muslims” film provoked widespread an\n89446 5.73 [  0.3  -0.   -1.5 -15.1] <|endoftext|>Tax Law Update | November.17.2017 On November 2, 2017, House Ways and Means Committee Chairman Kevin Brady (R-TX) introduced a tax bill entitled the Tax Cuts and Jobs Act, and later proposed amendments to th\n56992 5.76 [  1.7  -1.5  -1.2 -14.8] .<|endoftext|>Philippine Campaign Medal - Army The Philippine Campaign Medal is a decoration presented by the United States Armed Forces to recognize members who served in the Philippine-American War between 1899 - 1913.\n70392 5.76 [ -0.6  -0.7  -0.7 -14.2]  injured during filming The agency said he now has contusions over his lower body, including on his legs, thighs and buttocks, from falling down. “Fortunately, the injury is light and won’t affect his filming for the mov\n86846 5.76 [  1.3   0.2  -7.2 -14. ]  new battery has been developed that is free of toxic materials and longer lasting than its more expensive competitors. One of the biggest hurdles to improving the usefulness of renewable energy such as solar and wind po\n52917 5.84 [ -0.3  -1.4  -0.5 -11.5] On flights to the Maldives, you will experience what is without a doubt one of the most beautiful destinations in the world. Officially called the Republic of Maldives, and also known as the Maldive Islands, the country \n74221 5.86 [ -0.8  -1.3  -1.6 -23.2] The Keeneland sale continued to produce strong numbers early during its second week in Lexington, with the gross revenue and average price increasing from the previous year for the fifth session in a row on Monday. The m\n55813 5.89 [ -2.6  -3.3  -3.7 -31. ]  .<|endoftext|>Nickolas B. Monroe, a 26-year-old resident of Walnut Avenue in Bunnell’s Mondex neighborhood, shot and killed a dog Thursday (Dec. 5), firing at the animal in front of its owners, a 15-year-old girl and a \n70945 5.93 [  0.6  -0.7  -0.  -12.9]  prices at record low CNN has reported that gas has dropped 53 cents in the past two weeks, that being a record. It is expected that prices will continue to drop, albeit at a slower rate. Unleaded gas was at an average p\n52975 5.99 [  0.3  -3.5  -4.  -25.8] .<|endoftext|>In 1994 I got the lucky chance to visit Paris probably one of the most important European capitals with London and Rome. I spent there regretfully just a week but the charm of Paris is undeniable, also afte\n35880 5.99 [ -0.5  -2.   -2.5 -24.3]  military balance between Iran, its Arab neighbors, and the United States has been a critical military issue in the Middle East since at least the rise of Nasser in the 1950s. Iran, Iraq, and the other Gulf states have b\n92190 6.0 [ -0.9  -2.5  -5.1 -10.2] oring Back Teeth – Crowns, Onlays and Inlays Explained The cusp is the pointed or rounded projection on the chewing surface of the tooth. Molars typically have four cusps (as shown in the top tooth to the right). Bicuspi\n25911 6.0 [ -1.7  -2.5  -2.4 -26.6] <|endoftext|>Ajmer is a city located in the State of Rajasthan in India and is one of the places that are frequented by tourists from all over the world. The city lies in the heart of Rajasthan and carries religious as w\n89475 6.01 [ -1.9  -5.5  -1.9 -28.2] MEDABAD: Billed as the world’s largest renewable power generation project at a single location, the proposed hybrid park in Kutch is ready to take off. The park, with a total proposed capacity of about 28,000MW, will hou\n31639 6.03 [  1.    0.2  -2.7 -21.9] <|endoftext|>The Carolina Panthers are a professional American football team based in Charlotte, North Carolina. They play in the Southern division of the National Football Conference (NFC), one of the two conferences in\n66114 6.03 [  2.1  -0.6  -4.9 -40.9] The study of military regimes rose to prominence within the social sciences during the latter half of the twentieth century, thanks in part to the presence during the 1960s, 1970s, and 1980s of a large number of military\n\nD 1\n1884 4.35 [-16.6   3.9  -5.3  -4.7] “What would you think,” my husband asked, “if I got a vasectomy?” I put down my magazine and stared out the window. “I think,” I said carefully, “that I wouldn’t know what to think.” “We’re done, though, right?” “I think\n102643 4.47 [-11.8   1.6  -2.  -18.6]  immediately.<|endoftext|>The IRS called Tanya twice while she was in the waiting room of the fertility clinic. “You don’t have to keep calling me,” she said to her phone without answering it. “I know exactly what you wa\n119039 4.48 [-0.7  0.1 -2.2 -2.7]  Research TLD DNS Wildcard summary at 20170611.000101 [archive] [latest] TLD Status ========================= ========================================= abudhabi. Wildca\n141695 4.48 [-0.7  0.1 -2.2 -2.7]  Research TLD DNS Wildcard summary at 20170611.000101 [archive] [latest] TLD Status ========================= ========================================= abudhabi. Wildca\n20465 4.5 [-11.6   3.9  -2.8  -6.9] If you’re hoping to make as much money as possible, one of the main things you’ll need to think about is getting involved in some sort of investing scheme. Since people typically are limited in their income that they get\n31242 4.66 [-13.6   4.6  -2.4 -24.2] Why Do You Look for the Living Among the Dead? Luke 24:1-12 There’s a story about a man who lost his keys one night. It was dark out and he was out searching for them underneath a streetlight. A police officer saw him an\n59123 4.72 [-14.5   4.7  -5.   -6.2] If the animal in question is a human, look carefully at your heart. Virgo is the planet of love, or the lion’s cub, and the love of your life, or your most precious possession. When you look at your heart, you will disco\n47806 4.75 [-12.    3.2  -1.  -13.7] The 30-year-old former Barcelona and Santos striker who is the most nominated Brazilian player in Ballon d’Or history spoke about the prestigious individual award in a candid interview last year. “The Ballon d’Or is some\n14325 4.76 [-12.    3.8  -3.4  -9.5] The privatisation of the employment system is one of the classic examples of failure. Private employment agencies work well as an opt-in system – you want a job, you go to an agency to help find you one, and if you’re on\n65592 4.78 [-17.9   5.7  -5.4  -4.4] It sounds as if you’re feeling very confused right now about what’s what in your relationship. You say that in some respects things seem normal, but that he’s also going out a lot and I guess leaving you feeling alone wi\n81278 4.79 [ -8.9   2.3  -1.  -20. ] <|endoftext|>\"I know now I would not let that happen to me again, but at the time I didn't know it was wrong, what he was doing,\" Robyn says. \"He always wanted to know where I was, what I was doing, who I was with. He to\n97212 4.8 [-16.    5.1  -6.3  -6.5]  webpage.<|endoftext|>Digital marketing books are all over the internet and in your local bookstores and you should look at all of them and pick the best ones. A digital marketing book is a great way to learn new skills \n38039 4.81 [-13.3   2.4  -2.8  -4.1] <|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 \n89156 4.86 [-9.3  2.  -2.4 -0.2] <|endoftext|>Another two weeks, and here I am again, still trying to get back on a regular schedule, and not quite there...but getting a little closer. My crafty mojo took a hike a few months ago, and I've been strugglin\n104245 4.86 [ -6.3   1.6   1.4 -20.2] .<|endoftext|>Malky Macaky was more impressed with securing three big points at home on Tuesday night that the breaking a club record that had stood for sixty five years – though the impressive sixth consecutive home win\n114157 4.87 [-22.4   5.3  -5.2  -4.3] 84%<|endoftext|>Playing video games can have terrible effects on children. You have to try your best to limit their screen time. It doesn’t mean you can’t allow them to play anymore. However, you can’t let them play for \n47819 4.87 [-25.5   7.4  -6.2  -5.1] If you’re looking to find the greatest Gym Tulsa sessions for your success, and the people that I you to have some of the greatest opportunities in the entire industry to achieve the greatest results that you want, then \n12142 4.88 [-13.1   4.7  -1.7  -8.8] Benefits of E-learning The benefits of e-learning are more than just the obvious. When you consider the number of people who will be using it over the next several years, then you can begin to understand the importance o\n4176 4.89 [-11.    3.2  -3.4  -5.1] Cowboys owner Jerry Jones said the offensive line is an area that can, and will, improve. He is putting faith in offensive line coach Bill Callahan. Asked what can be done to help the offensive line, Jones, said, “Well, \n71495 4.9 [-10.9   3.4  -3.3  -3.3] <|endoftext|>\"The Earth without \"Art\" is just \"Eh.\"\"As many of you know, I am trying to figure out what I am supposed to do with my life. It's something that every college kid struggles with. I have found that even the p\n\nD 2\n181754 3.32 [-1.4 -1.1  0.3 -0.2]  now<|endoftext|>Index of /BSD/OpenBSD/OpenNTPD/ Index of /BSD/OpenBSD/OpenNTPD/ ../ ChangeLog 20-Jan-2015 03:20 420 ChangeLog.old \n148116 4.21 [-2.9 -2.3  0.9 -0.7]  Index of / Name Last modified Size Description wp-includes/ 2018-11-22 08:31 - wp-content/ 2016-08-16 23:40 - wp-admin/ 2019-01-24 19:45 - wp-login.\n125460 4.32 [-3.8 -2.4  0.  -0.5] Samsung Captivate<|endoftext|>Index of / Index of / Name Last modified Size Description wp-includes/ 2018-11-22 08:31 - wp-content/ 2016-08-16 23:40 - wp-admin/ \n115164 4.41 [-3.6 -4.6  0.3 -1.3] Continue Shopping<|endoftext|>Index of /CS275A-Mus253 Index of /CS275A-Mus253 Name Last modified Size Parent Directory - 01A\n137820 4.41 [-3.6 -4.6  0.3 -1.3] Continue Shopping<|endoftext|>Index of /CS275A-Mus253 Index of /CS275A-Mus253 Name Last modified Size Parent Directory - 01A\n7108 5.18 [-5.6 -0.8  1.2 -9.2] Carles Puyol believes Barcelona can make Champions League history and beat Paris Saint-Germain for a quarter-final spot, despite a 4-0 first-leg hammering. No side has ever overturned a 4-0 deficit from the first leg in \n62734 5.2 [ -3.    0.3   0.5 -14.4] TED<|endoftext|>Afghan President Hamid Karzai has called on US and NATO troops to immediately leave the country, saying security transition to local forces should take place as soon as possible, Press TV reports. \"We are\n78760 5.24 [-3.7 -0.2  0.  -9.1]  McAvoy is turning his back on Hollywood blockbusters – because wants to focus on forging a stage career in his native Britain. The Atonement actor pulled out of a starring role in upcoming comedy/drama I’m With Cancer s\n63645 5.27 [ -6.7  -0.5   1.3 -37.5] WASHINGTON: The US doesn’t plan to suspend more joint military drills with South Korean forces, Defence Secretary Jim Mattis said, as diplomatic progress on North Korea’s denuclearisation appears to have stalled. “We hav\n40292 5.3 [ -3.6  -0.    0.  -18.9] “Serena made that decision on her own,” Ezell said. “I think Serena’s quite capable of taking over a ballgame. If Serena saw herself through my eyes, she would play like that every night.” It was the first home victory f\n98211 5.31 [ -6.4  -5.1   3.1 -20.9]  Shutterstock<|endoftext|>The Centre on Friday questioned the Congress Party and the Trinamool Congress's (TMC) stand on Goods and Service Tax (GST) and asked as to why they were not supporting the government now when th\n58452 5.33 [ -0.7  -5.1   3.8 -22.3] <|endoftext|>New Delhi: Five new Supreme Court judges were today sworn in, taking the top court’s strength to 28, including the Chief Justice of India. Justices Sanjay Kishan Kaul, Navin Sinha, Mohan M Shantanagoudar, De\n6400 5.4 [ -4.8  -5.1   2.8 -19. ] Lucknow (Uttar Pradesh),[India]: A day after he was declared the rightful owner of the Samajwadi Party’s ‘cycle’ symbol, Uttar Pradesh Chief Minister Akhilesh Yadav on Tuesday rubbished reports suggesting an increasing r\n36207 5.4 [ -4.1  -3.9   2.  -14.9] <|endoftext|>The Congress is a dystic political party as everyone knows. The party has always had as its leader in Parliament someone from the Nehru-Gandhi family. Whenever it has been in power, it has had someone from t\n47581 5.41 [ -2.7  -1.2   1.7 -22.7] <|endoftext|>Afghan President Mohammad Ashraf Ghani said on Tuesday that a 1-billion-U.S. dollar reduction in economic aid to Afghanistan would not have an impact on the country’s key sectors and departments. “Government\n53812 5.43 [ -4.8  -2.7   2.3 -17.3] New Delhi: Prime Minister Narendra Modi today said India believes in growth but was committed to protecting the environment. Addressing over 200 delegates at the World Sustainable Development Summit, the prime minister s\n70681 5.45 [ -3.7   0.5   0.6 -16.8] 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 su\n76229 5.47 [ -2.   -1.7   1.5 -15.5] <|endoftext|>President Barack Obama is scheduled to hold a bilateral meeting with Pakistani Prime Minister Nawaz Sharif on Wednesday, the White House said. The meeting is scheduled for 2:10 pm ET in the Oval Office. The \n66093 5.48 [ -9.9  -4.3   4.4 -20. ]  interesting survey, done by the Punjab College of Technical Education, Baddowal to check awareness among college students, revealed that 76 per cent of students have their voter ID cards. The survey report says that whi\n18843 5.48 [ -4.8  -5.5   2.9 -22.2] This is Modi’s ‘Start-up India’, ‘Make in India’, he says on charges against Jay Shah Congress vice president Rahul Gandhi on Monday questioned Prime Minister Narendra Modi’s “silence” on a media report alleging that a c\n\nD 3\n158489 1.45 [-3.8 -2.9 -3.2  0.3] / Index of /wp-content/ Name Last modified Size Description Parent Directory \n135833 1.73 [-4.3 -2.9 -3.   0.3] out<|endoftext|>Index of /wp-content/ Index of /wp-content/ Name Last modified Size Description Parent Directory \n180425 2.83 [-15.  -12.7 -18.    3.3]  of stores. Updated on 25th April, 2019.<|endoftext|>rfc2584 HPR-IP.mib -- Network Working Group B. Clouston, Ed. -- Request for Comments: 2584 Cisco Systems --\n136258 3.48 [-3.8 -1.3 -2.4  1. ] -travel<|endoftext|>Index of /update/19500/ Index of /update/19500/ ../ files/ 07-Dec-2017 14:52 - Manifest.MoM 07-Dec-2\n158914 3.48 [-3.8 -1.3 -2.4  1. ] -travel<|endoftext|>Index of /update/19500/ Index of /update/19500/ ../ files/ 07-Dec-2017 14:52 - Manifest.MoM 07-Dec-2\n144431 3.77 [-5.  -3.3 -2.4  1.6]  of /program Index of /program Name Last modified Size Description Parent Directory - 2001.html 27-Oct-2006 18:42 9.8K 2002.html 27-Oct-20\n121775 3.77 [-5.  -3.3 -2.4  1.6]  of /program Index of /program Name Last modified Size Description Parent Directory - 2001.html 27-Oct-2006 18:42 9.8K 2002.html 27-Oct-20\n45266 4.85 [-6.1 -1.3 -6.6  3. ] 'm interested in approaches that avoids code in the code behind. In my opinion, there are some cases where code must be placed in the code behind. For example: I have a grid with an undefined count of columns. Columns ca\n73543 5.11 [-17.3  -0.5 -10.2   1.8] This is my first post. I have looked everywhere on the web and through the examples; however, I can’t seem to find specific information for getting started. I’ve been poking around for about a week with ue4. The camera a\n112776 5.16 [-7.4 -0.7 -1.9 -0.2]  are looking to supplement the traffic that is coming to your website using targeted web traffic, this platform will allow you to do just that. There are a ton of customizable options with regards to the kinds of traffic\n75684 5.29 [-17.2  -0.8  -9.4   4.8] .<|endoftext|>I am working on a Web App and I don't know how to do something. I am requiring that the user login to access certain aspects of the web app. So when the user clicks on a link, I check the session for the us\n119416 5.32 [-5.3 -1.3 -5.7 -0.3] A160541 - OEIS login This site is supported by donations to The OEIS Foundation. Hints (Greetings from The On-Line Encyclopedia of Integer Sequences!) A160541 Number of odd-then-even runs to reach 1 under the modified `3\n142072 5.32 [-5.3 -1.3 -5.7 -0.3] A160541 - OEIS login This site is supported by donations to The OEIS Foundation. Hints (Greetings from The On-Line Encyclopedia of Integer Sequences!) A160541 Number of odd-then-even runs to reach 1 under the modified `3\n6138 5.33 [-22.9  -8.  -15.3   9.5] XForms/Read and write with get and put Sometimes 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\n128699 5.39 [-6.3 -4.7 -2.2  1.6]  of /xsl Index of /xsl Name Last modified Size Description Parent Directory 21-Jul-2003 09:46 - XSLTContext.html 08-Sep-2008 13:24 13k XSLTContext.html.body 25-Jul-2008 1\n780 5.43 [-15.6   1.7  -9.6   2.7] If you are selling these digital goods on Envato or any other marketplace you are familiar with the fact that your code is probably nulled and downloaded for free. We are offering a way to find out who is using your them\n17085 5.47 [-34.    4.7 -17.9   5.5] When you’re creating servers you usually don’t want the overhead of a GUI. This is particularly true when you’re creating a virtual server. You only want the stuff you need. And the basic Debian, of course, to hold it. G\n53785 5.53 [-12.5  -3.4  -5.4   1.8] Go to projects section in the home page Select the project of your choice Click on ‘Message’ button on the right side of the page A chat group with all the members in the project will be created instantly and you can sta\n22489 5.55 [-11.1  -0.   -5.9   4.2] Hi first of all I must say that this is a great project! It’s very similar to what I started to do but more complex and very amature and fast and I’d like to contribute what I can to make it best for everyone. I have a f\n12885 5.58 [-16.3   0.4 -11.8   4. ] Static variables are one per class Instance variables are one per instance (each object has its own copy) Static methods/variables are on the stack, while objects and all their data (including their instance variables) a\n"}
#102
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const patch = \"*** Begin Patch\\n*** Update File: /workspace/work/make_candidates.py\\n@@\\n-ds=np.load('work/domain_scores.npy')\\n+ds=np.load('work/domain_scores2.npy')\\n@@\\n     words=re.findall(r\\\"[a-z]{2,}\\\",low)\\n@@\\n     q += max(0,nl*45/len(head)-1)*.18\\n     q += min(.8,nav*.10)\\n+    q += max(0, sum(c.isdigit() for c in head)/len(head)-.06)*4\\n+    q += max(0, .28-len(set(words))/len(words))*2\\n     if i>=114000:q+=.08\\n     if n<1000:q+=.10\\n+    # Prefer unambiguous register matches within each predicted class.\\n+    d=domain[i]\\n+    margin=ds[i,d]-max(ds[i,j] for j in range(4) if j!=d)\\n+    q -= min(.35,max(0,float(margin))*.04)\\n-    lists[domain[i]].append((float(q),i))\\n+    lists[d].append((float(q),i))\\n@@\\n balanced('neural_equal',[1,1,1,1])\\n balanced('neural_mix',[1.15,1.0,.9,1.05])\\n+balanced('neural_wiki',[1.6,.8,.8,.8])\\n*** End Patch\";\nconst a = await tools.apply_patch(patch);\nconst r = await tools.exec_command({cmd:\"python work/make_candidates.py && python work/pack_fast.py data/pool.jsonl work/neural_equal.json work/neural2_equal.npy && PYTHONPATH=. python work/train_diag.py --train_npy work/neural2_equal.npy --out_json work/neural2_equal_result.json\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:10000});\ntext(a); text(r);\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{}{"chunk_id":"5582bf","wall_time_seconds":1.001531589,"session_id":64575,"original_token_count":0,"output":""}
#103
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:64575,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script running with cell ID 68
Wall time 11.0 seconds
Output:
#104
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "68",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 16.2 seconds
Output:
{"chunk_id":"4cd09e","wall_time_seconds":30.001180687,"session_id":64575,"original_token_count":0,"output":""}
#105
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:64575,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script running with cell ID 69
Wall time 11.0 seconds
Output:
#106
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "69",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 14.4 seconds
Output:
{"chunk_id":"0c99b3","wall_time_seconds":30.001410093,"session_id":64575,"original_token_count":0,"output":""}
#107
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:64575,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script running with cell ID 70
Wall time 11.0 seconds
Output:
#108
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "70",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 11.9 seconds
Output:
{"chunk_id":"d26fd2","wall_time_seconds":30.001452503,"session_id":64575,"original_token_count":112,"output":"neural_equal 143021 [13898, 115804, 9565, 3754] [14134799, 118442805, 8033259, 5881447]\nneural_mix 143021 [13898, 115804, 9565, 3754] [14134799, 118442805, 8033259, 5881447]\nneural_wiki 143021 [13898, 115804, 9565, 3754] [14134799, 118442805, 8033259, 5881447]\nToken indices sequence length is longer than the specified maximum sequence length for this model (1043 > 1024). Running this sequence through the model will result in indexing errors\n"}
#109
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:64575,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script running with cell ID 71
Wall time 11.0 seconds
Output:
#110
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "71",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 0.9 seconds
Output:
{"chunk_id":"9edd6e","wall_time_seconds":30.00225351,"session_id":64575,"original_token_count":11,"output":"packed 12000000 tokens from 13894 documents\n"}
#111
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:64575,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script running with cell ID 72
Wall time 11.0 seconds
Output:
#112
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "72",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 5.4 seconds
Output:
{"chunk_id":"507564","wall_time_seconds":26.191350409,"exit_code":0,"original_token_count":66,"output":"{'losses': [6.799329171415235, 5.704363369550861, 5.730917586654913, 5.253632865968298], 'ppls': [897.245191997833, 300.174319094032, 308.2519865575753, 191.25982921386654], 'mean_loss': 5.8720607483973275, 'ppl': 354.9797509947967, 'train_s': 55.228513956069946}\n"}
#113
narration

The target-affinity selection is working: dev perplexity fell from 448 (random) to 355, with the largest gains on news and technical Q&A. The remaining bottleneck is encyclopedic text, so I’m now testing whether a Wiki-heavier allocation improves the equal-weight aggregate or merely sacrifices the other three domains.

#114
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python work/pack_fast.py data/pool.jsonl work/neural_wiki.json work/neural_wiki.npy && PYTHONPATH=. python work/train_diag.py --train_npy work/neural_wiki.npy --out_json work/neural_wiki_result.json\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"694107","wall_time_seconds":1.001208953,"session_id":10945,"original_token_count":0,"output":""}
#115
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:10945,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script running with cell ID 74
Wall time 11.0 seconds
Output:
#116
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "74",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 11.1 seconds
Output:
{"chunk_id":"6cd7db","wall_time_seconds":30.001155953,"session_id":10945,"original_token_count":57,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1043 > 1024). Running this sequence through the model will result in indexing errors\npacked 12000000 tokens from 14620 documents\n"}
#117
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:10945,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script running with cell ID 75
Wall time 11.0 seconds
Output:
#118
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "75",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 10.9 seconds
Output:
{"chunk_id":"c3809a","wall_time_seconds":30.002238512,"session_id":10945,"original_token_count":0,"output":""}
#119
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:10945,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script running with cell ID 76
Wall time 11.0 seconds
Output:
#120
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "76",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 1.5 seconds
Output:
{"chunk_id":"91388c","wall_time_seconds":18.062756225,"exit_code":0,"original_token_count":67,"output":"{'losses': [6.686271362617368, 5.683766177443207, 5.723964659894099, 5.4740587140693036], 'ppls': [801.3288103245753, 294.0548096791108, 306.11616677478213, 238.42593429506735], 'mean_loss': 5.892015228505994, 'ppl': 362.1343329565837, 'train_s': 54.889626264572144}\n"}
#121
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"python work/pack_fast.py data/pool.jsonl work/neural_mix.json work/neural_mix.npy && PYTHONPATH=. python work/train_diag.py --train_npy work/neural_mix.npy --out_json work/neural_mix_result.json\",workdir:\"/workspace\",yield_time_ms:1000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"0a3426","wall_time_seconds":1.000662134,"session_id":20659,"original_token_count":0,"output":""}
#122
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:20659,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script running with cell ID 78
Wall time 11.0 seconds
Output:
#123
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "78",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 10.8 seconds
Output:
{"chunk_id":"768c22","wall_time_seconds":30.001336483,"session_id":20659,"original_token_count":57,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1043 > 1024). Running this sequence through the model will result in indexing errors\npacked 12000000 tokens from 13791 documents\n"}
#124
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:20659,chars:\"\",yield_time_ms:30000,max_output_tokens:10000}); text(r);\n"
}
exec result
Script running with cell ID 79
Wall time 11.0 seconds
Output:
#125
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "79",
  "yield_time_ms": 30000,
  "max_tokens": 10000
}
wait result
Script completed
Wall time 14.4 seconds
Output:
{"chunk_id":"ec35e0","wall_time_seconds":30.001572575,"session_id":20659,"original_token_count":0,"output":""}