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: 264
duration: 1h 16m
recorded: 2026-08-03

run iddclm-nano-curation__NAGsecC

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

download JSON ↗

codexgpt-5.6-sol295 turns31 narration264 reasoning264 action264 observation1 final

#101

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({\"session_id\":94514,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 55
Wall time 11.0 seconds
Output:

#102

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "55",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 16.5 seconds
Output:
{"chunk_id":"7d5a74","wall_time_seconds":30.001453284,"session_id":94514,"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\":94514,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 56
Wall time 11.0 seconds
Output:

#104

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "56",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 14.5 seconds
Output:
{"chunk_id":"f8a909","wall_time_seconds":30.001213693,"session_id":94514,"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\":94514,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 57
Wall time 11.0 seconds
Output:

#106

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "57",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 8.7 seconds
Output:
{"chunk_id":"212d2f","wall_time_seconds":23.577591023,"exit_code":0,"original_token_count":91,"output":"{\n  \"criterion\": \"quality + four-register balance + prefix dedup\",\n  \"ids\": 23450,\n  \"estimated_tokens\": 16207843,\n  \"estimated_by_domain\": {\n    \"encyclopedic\": 4053776,\n    \"web\": 4051083,\n    \"news\": 4052102,\n    \"technical\": 4050882\n  },\n  \"available_by_domain\": {\n    \"encyclopedic\": 16348,\n    \"web\": 103046,\n    \"news\": 11632,\n    \"technical\": 6084\n  }\n}\n"}

#107

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({\"cmd\":\"python pack_selection.py submission/selection.json /tmp/cand2.npy\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":3000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 58
Wall time 11.0 seconds
Output:

#108

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "58",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 12.5 seconds
Output:
{"chunk_id":"afd957","wall_time_seconds":30.001286164,"session_id":62288,"original_token_count":46,"output":"Token indices sequence length is longer than the specified maximum sequence length for this model (1469 > 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\":62288,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"6526c0","wall_time_seconds":0.000003806,"exit_code":0,"original_token_count":14,"output":"packed 12000000 tokens from 23450 ids -> /tmp/cand2.npy\n"}

#110

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({\"cmd\":\"PYTHONPATH=/workspace python /tmp/train_domains.py --train_npy /tmp/cand2.npy --heldout_npy data/multi_dev.npy --out_json /tmp/cand2.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":3000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 60
Wall time 11.0 seconds
Output:

#111

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "60",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 15.5 seconds
Output:
{"chunk_id":"006176","wall_time_seconds":30.002085599,"session_id":75819,"original_token_count":0,"output":""}

#112

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({\"session_id\":75819,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"e8d7fb","wall_time_seconds":0.00000405,"exit_code":0,"original_token_count":52,"output":"HELDOUT_PPL 338.867  loss 5.8256  train_s 54  /tmp/cand2.npy\nDOMAIN wiki ppl 812.797 loss 6.7005\nDOMAIN web ppl 277.258 loss 5.6249\nDOMAIN news ppl 303.643 loss 5.7159\nDOMAIN stack ppl 192.150 loss 5.2583\n"}

#113

narration

Target-derived balancing improves overall perplexity to 338.87 and sharply improves news/Stack Exchange, but it slightly harms Wikipedia and general web. I’m auditing its encyclopedia assignments now; the likely final refinement is to keep target-derived assignment while reducing relevance’s influence on within-domain quality ranking.

#114

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('submission/selection.json')); ix=list(range(0,30))+list(range(4000,4020)); want={s[i] for i in ix}; d={}\\nfor l in open('data/pool.jsonl'):\\n o=json.loads(l)\\n if o['id'] in want:d[o['id']]=o['text']\\nfor j in ix:\\n i=s[j];print(j,i,repr(d[i][:240].replace('\\\\n',' ')))\\nPY\\ncat /workspace/.timer/remaining_secs\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":12000}); text(r.output)\n"
}

exec result

Script completed
Wall time 3.1 seconds
Output:
0 296 "We've got the games just like Mom used to make! Our Cooking Games will entertain you and teach you everything you need to know about the kitchen. There's no need for reservations because we've got a table waiting for you at our Restaurant G"
1 2264 'Guwahati, Jan. 16: Bongaigaon today made it to the semi-finals of the Umananda Bora Trophy inter-district (under-13) cricket tournament defeating Kokrajhar by three wickets in the last quarter-final at Nehru Stadium here. Kokrajhar elected '
2 12628 'Advanced filtering functions for WordPress, including the Talk Like a Pirate Day filters. The Text Filter Suite ("TFS", hereafter) is a WordPress plugin which adds some new text filtering functions. In a sense, the core TFS functions could '
3 1183 '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 continuity. In any cas'
4 9806 'OMG Oh My God opened to a poor response, but the positive word of mouth has continued to keep it rock-steady at the Box Office. Unaffected by new releases, Akshay Kumar and Paresh Rawal starrer has collected Rs 13 crores nett in the third w'
5 376 'Estes Park, CO, May 6, 2014- Results Physical Therapy of Estes, LLC owned by long-time Estes Park resident Iolanthe “IO” Culjak, PT, CEAS, began accepting new patients on May 5, 2014. “I have spent many years working for other companies her'
6 20215 'Display the last modified date for an article, or for your site. For those times when you need to hide some text or leave a comment in your code. Adding a dynamic attribute to a tag in order to display content based on the attribute. How to'
7 13423 'Mehdi Hasan, a student of HSC and affiliated to the opposition was arrested in the past few hours from Chatkhil in Noakhali. Family and friends report that Detective Branch police took him away this evening around 8pm local time. Hasan, age'
8 22887 "A WikiName is a word that contains a group of words with spaces removed (and with starting letters of the words capitalized), e.g. SystemInfo. WikiNames automatically become hyperlinks to the WikiName's page. Uppercase and lowercase letters"
9 1976 'Q: What’s the best way to quickly bring up the temperature of my red wine? Is a microwave recommended? A: I rarely use microwaves. Period…and I certainly wouldn’t recommend using it to heat up wine. Some colleagues disagree. Wine columnist '
10 2166 'Miranda Leigh Lambert (born November 10, 1983) is an American country music/Texas Country artist who gained fame as a finalist on the 2003 season of Nashville Star, where she finished in third place and later signed to Epic Records. Lambert'
11 7244 'As a mom, you likely feel intense pressure to be the best. To do more. To be on top of it all. In reality, to be the best parent you’ve got to let to learn to focus on what’s important TO YOU (not to everyone else) and let the rest go. Your'
12 17428 'From a 17-year-old leg-spinner making his debut with the Rising Pune Supergiant in IPL 2017 to an 18-year-old leggie bought by the Mumbai Indians for a whopping 1.9 crore at the 2018 IPL auction, Rahul Chahar sure made headlines in a short '
13 27068 "As you may already know, we've changed the way of handling NULL values and improved division by zero error indentification. With such a radical changes we were not able to maintain full backward compatibility; as the result, applications cr"
14 3962 'Keith’s Uncle John Archibald McDonell was born 3rd of June 1869 in Chichester and baptized on 14 June 1869 at the St. Alphonsus Church in Chapeau. Source: Baptism, Marriage and Burial Index, St. Alphonsus Church, 1846-1920 FHL# B11, #102979'
15 4437 'Murchison Falls Conservation Area is the largest protected area in Uganda and home to the awesome Murchison Falls. Here the longest river in the world is forced through a narrow cleft and into a 43m drop. A low lying and hot park with rugge'
16 36976 'Option is a simple annotation-driven command line parser toolkit for Java 5 applications. Everything you need is (at least one) simple configuration object. Each field and method annotated with an CmdOption annotation will be processed. Bas'
17 19955 'Live cricket score, England vs Pakistan, 2nd Test day 2: Catch all live action and updates of the match here. Virat Kohli became the first Indian captain to post a double century in an overseas Test and the fifth to record a double century '
18 7962 'In your gloomy Monday media column: Troubles at PBS, a National Magazine Award-winning story re-examined, ladies love Nooks, Newsweek staffers are constantly griping (with good reason!), and Reuters gets a new op-ed editor. - Trouble in the'
19 6242 'George Allen Harshman, 80, Ashland, surrounded by his loving family, passed peacefully Monday, December 10, 2012 at his home. George was born May 21, 1932 in Boise, Idaho, to Clara and Oral Harshman. The family moved to Crabtree, Ore. where'
20 8093 'Are you tired of having one-tone nails, but feel like nail design are too difficult? There are many nail designs that look great and are easy to make! Grab your favorite colors and try these out! Polka dot nails are super cute and easy to m'
21 12590 'Why Should You Choose Our Poole Awnings Company? For more than three decades, Tuscany Blinds & Shutters Ltd have been the go-to supplier of blinds, shutters, and awnings. Poole customers looking to greatly increase the use of their patio an'
22 10698 'Caroline Islands, a group in the Western Pacific, lying between the Marshall and Pelew islands, with an area of about 270 sq. m., and a pop. of some 36,000; but the Pelew (q.v.) group is generally included in the Caroline Archipelago (area,'
23 21791 'Two Manipuri women were allegedly assaulted by a some men who hurled racist abuses at them in South Delhi’s Kotla Mubarakpur area. The victims have accused the police of being reluctant to register an FIR. The incident, which occurred on Ja'
24 45266 "'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 can't be binded. So th"
25 13036 "When it comes to bringing new companies and new jobs to a city, health is one pillar upon which a strong economy is built. As president and CEO of the Metro Denver Chamber of Commerce, I hear employers talk about Colorado's lean adult popul"
26 50547 ' software is protected by ionCube PHP Encoder. System failed to install appropriate ionCube PHP Loader (ioncube_loader_lin_5.2.so) for your system (internal code 0x3E). 1. You are using MS Windows and LiteCommerce and PHP are located on dif'
27 11295 'Seán Cullen (born 1965) is a Canadian comedian. He is known for combining improvisation with mimicry and music. Cullen has been described in Time as the "vanguard of comedy\'s next generation".Cullen entered into the public eye in 1988 as a '
28 25338 'An expert committee has been formed by the government to examine various issues related to age relaxation, eligibility, syllabus and pattern of civil services examination to select IAS and IPS officers. “The committee has been formed to loo'
29 54495 'Beaver is a universal database manager and SQL Client. It supports MySQL, PostgreSQL, Oracle, DB2, MSSQL, Sybase, Mimer, HSQLDB, SQLite, Derby, and any database that has a JDBC driver. It is a GUI program that allows you to view the structu'
4000 46689 ' Sieving Problems August 27, 2013 The count of distinct factors of n is a function known as ω(n) in number theory. Again we use a sieve, but this time the sieve counts each factor instead of clearing a flag: (define (omega n k) (let ((sieve'
4001 34465 '<|endoftext|>Qcom EMCP Multi-Port Software Upgrade Tool v1.6.1 is a small application for windows computer created by Uniscope Technologies, which allows you to flash the stock firmware on your android devices running on Qualcomm chipset on'
4002 78172 '“Facelift” may be a bit of an understatement. I finally got fed up with how ugly and amateurish the site looked, and decided that it was time to bite the bullet and go to a fixed-width layout. I think you’ll agree the site looks better by l'
4003 88426 ' Intelligence Agency and the Defense Intelligence Agency report a “most ominous” development: a regiment of the People’s Army of Vietnam–the regular army of North Vietnam–division is now operating with the Viet Cong in South Vietnam. Prior '
4004 63260 '<|endoftext|>Think you’ve got what it takes to work at KUBRA? We’d like to meet you. KUBRA is a fast-growing company that delivers customer interaction solutions to some of the largest utility, insurance, and government entities across Nort'
4005 34715 "<|endoftext|>Mumbai, Jan 20 (IANS) Comedian and actor Kapil Sharma, who is gearing up for his streaming debut on Netflix with the stand-up special 'Kapil Sharma: I'm Not Done Yet', has shared some anecdotes from his struggling days. In a ca"
4006 97934 ' Wiltse was born in New York on November 29, 1838. He was appointed to the Naval Academy from New York, and graduated on September 20, 1855. He became a midshipman on June 9, 1859, and was ordered to the frigate, Congress, the flagship of A'
4007 103286 ' Rayson is a playwright and screenwriter. Her works, including Hotel Sorrento, Inheritance and Life After George, have been performed around Australia and internationally. She has been awarded two Australian Writers’ Guild Awards, four Help'
4008 48828 '.<|endoftext|>Malaysia is likely to review a directive to foreign insurers to reduce ownership of their local units by nearly a third as finding domestic buyers for the equity stakes is proving hard, three people familiar with the matter sa'
4009 29413 ' music download is the digital transfer of music via the Internet onto a device capable of decoding and playing it, such as a home computer, MP3 player or Smart Phone. This term encompasses both legal downloads and downloads of copyright ma'
4010 34098 'am 312-49: Computer Hacking Forensic Investigator ExamCollection Verified – Instant Download. Download Exam 312-49 PDF files free. Here you can download free practice tests 312-49: Computer Hacking Forensic Investigator. Free dumps for 312-'
4011 57153 'Last Friday, The New York Times featured a front-page story that raised some interesting questions about the availability and accessibility of expensive new drugs. Unlike pills for high blood pressure or elevated cholesterol, newer therapie'
4012 50913 '’s post briefly describes the different roles played by abstract classes and interfaces in the Java programming environment. An illustration is given for the use of an interface, along with a justification as to why the interface approach i'
4013 22990 'We are a learning group, a supportive, sharing, fun & friendly group. We are here to help one another learn & master areas that are of interest to you. All skill levels are welcome. It doesn’t matter if you are just starting out or are a se'
4014 74964 '<|endoftext|>…Demands Open Forensic Investigation by NASS The Peoples Democratic Party (PDP) says the fuel subsidy regime under the President Muhammadu Buhari-led All Progressives Congress (APC) administration is a monumental fraud; a huge '
4015 46029 '<|endoftext|>Discover the Secrets of Next-Level Leadership Skills What sort of leader are you? Are you a coach and mentor? Do you define goals and take a hands-off attitude? Whatever style you prefer, there’s one leadership skill that will '
4016 28411 'OS International has announced enhancements in the EOS.Web quarterly software release. EOS.Web now enables users to receive updated content such as new/updated title lists or new/changed Reference Tracking Questions. These RSS "Web feeds" i'
4017 111400 ' restored.<|endoftext|>Provided by: enigma_1.10~~pre-alpha+r2210-1_i386 enigma - Puzzle game reminiscent of Oxyd enigma [options] [levelfile.xml] ... enigma [--assert] [-d path] [--help] [-l lang] [--log] [--nograb] [--nomusic] [--nosound] '
4018 56558 " is generating unwanted and unexpected files Using Front Page, I have created a website called Pivotal Kids. The home page is http://www.pivotalkids.com . Recently, in analytics, I have discovered new files that I didn't upload and that are"
4019 2755 'January begins a new year, a fresh start, and another chance. In fact, a new calendar year brings new hopes and dreams. As much as we try to downplay it, and as much as the enemy tries to steal it, on some level we all hope that this year w'
3808

#115

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport json\\nfor p in ['/tmp/cand1_base_selection.json','submission/selection.json']:\\n s=json.load(open(p)); print(p,len(s))\\n for n in [5000,10000,15000,len(s)]:\\n  z=s[:n];print(n,sum(i<23928 for i in z)/len(z),sum(i<114560 for i in z)/len(z),len(set(z)))\\nPY\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":3000}); text(r.output)\n"
}

exec result

Script completed
Wall time 0.1 seconds
Output:
/tmp/cand1_base_selection.json 15713
5000 0.4262 1.0 5000
10000 0.2711 0.9559 10000
15000 0.23706666666666668 0.9254666666666667 15000
15713 0.2342009800801884 0.928848723986508 15713
submission/selection.json 23450
5000 0.2248 1.0 5000
10000 0.2212 0.9927 10000
15000 0.2054 0.9373333333333334 15000
23450 0.19526652452025586 0.8966737739872068 23450

#116

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({\"cmd\":\"python - <<'PY'\\nimport sys,json\\nsys.path.insert(0,'/workspace/submission'); import curate\\nA=json.load(open('/tmp/cand1_base_selection.json'));B=json.load(open('/workspace/submission/selection.json'))\\nsa=set(A);sb=set(B); union=sa|sb; tw=curate.target_weights('/workspace/data/multi_dev.npy'); info={}\\nfor line in open('/workspace/data/pool.jsonl'):\\n o=json.loads(line)\\n if o['id'] in union:\\n  z=curate.features(o,tw)\\n  if z: info[o['id']]=(max(z[1],key=z[1].get),z[2])\\nsource={'encyclopedic':A,'web':A,'news':B,'technical':B}; chosen={};\\nfor d in source:\\n chosen[d]=[i for i in source[d] if i in info and info[i][0]==d]\\n # fallback with B if thin\\n if sum(info[i][1] for i in chosen[d])<4500000:\\n  have=set(chosen[d]);chosen[d]+=[i for i in B if i not in have and i in info and info[i][0]==d]\\n print(d,len(chosen[d]),sum(info[i][1] for i in chosen[d]))\\nidx={d:0 for d in chosen};used={d:0 for d in chosen};active=set(chosen);out=[];seen=set()\\nwhile sum(used.values())<16000000 and active:\\n d=min(active,key=lambda x:used[x])\\n if idx[d]>=len(chosen[d]):active.remove(d);continue\\n i=chosen[d][idx[d]];idx[d]+=1\\n if i in seen:continue\\n seen.add(i);out.append(i);used[d]+=info[i][1]\\njson.dump(out,open('/tmp/hybridsel.json','w'));print('OUT',len(out),used)\\nPY\\npython pack_selection.py /tmp/hybridsel.json /tmp/hybrid.npy\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 64
Wall time 11.0 seconds
Output:

#117

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "64",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 7.2 seconds
Output:
{"chunk_id":"8606e8","wall_time_seconds":30.001719581,"session_id":36265,"original_token_count":0,"output":""}

#118

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({\"session_id\":36265,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":5000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 65
Wall time 11.0 seconds
Output:

#119

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "65",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 15.8 seconds
Output:
{"chunk_id":"3e218a","wall_time_seconds":30.00206471,"session_id":36265,"original_token_count":90,"output":"encyclopedic 6363 4978894\nweb 9493 7852039\nnews 6338 4052102\ntechnical 5303 4050882\nOUT 21789 {'encyclopedic': 3998381, 'web': 3999100, 'news': 3998367, 'technical': 4004561}\nToken indices sequence length is longer than the specified maximum sequence length for this model (1032 > 1024). Running this sequence through the model will result in indexing errors\n"}

#120

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({\"session_id\":36265,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":5000}); text(JSON.stringify(r))\n"
}

exec result

Script completed
Wall time 0.0 seconds
Output:
{"chunk_id":"12564f","wall_time_seconds":0.000004008,"exit_code":0,"original_token_count":15,"output":"packed 12000000 tokens from 21789 ids -> /tmp/hybrid.npy\n"}

#121

narration

I’ve formed a diagnostic hybrid: encyclopedia/web documents retain the original quality-first ordering, while news/technical documents use target-log-odds ordering. It remains algorithmic and balanced; this test determines whether the two improvements combine or whether their gains depend on the full mixture.

#122

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({\"cmd\":\"PYTHONPATH=/workspace python /tmp/train_domains.py --train_npy /tmp/hybrid.npy --heldout_npy data/multi_dev.npy --out_json /tmp/hybrid.json --max_iters 3000 --seed 1337\",\"workdir\":\"/workspace\",\"yield_time_ms\":30000,\"max_output_tokens\":3000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 67
Wall time 11.0 seconds
Output:

#123

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "67",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 14.3 seconds
Output:
{"chunk_id":"ba5e24","wall_time_seconds":30.000973622,"session_id":12375,"original_token_count":0,"output":""}

#124

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({\"session_id\":12375,\"chars\":\"\",\"yield_time_ms\":30000,\"max_output_tokens\":3000}); text(JSON.stringify(r))\n"
}

exec result

Script running with cell ID 68
Wall time 11.0 seconds
Output:

#125

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "68",
  "yield_time_ms": 30000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 8.4 seconds
Output:
{"chunk_id":"2e0978","wall_time_seconds":25.524715407,"exit_code":0,"original_token_count":52,"output":"HELDOUT_PPL 325.958  loss 5.7868  train_s 54  /tmp/hybrid.npy\nDOMAIN wiki ppl 729.255 loss 6.5920\nDOMAIN web ppl 283.320 loss 5.6466\nDOMAIN news ppl 296.644 loss 5.6925\nDOMAIN stack ppl 184.209 loss 5.2161\n"}