Public evidence index · assembled 2026-09-17 · revision 4

Gwern Branwen

Pseudonymous American independent researcher and longform writer behind gwern.net — self-experimentation records, darknet-market archives, and early scaling-era AI commentary. His legal identity is deliberately private.

Also known as Gwern, G Branwen, Marudubshinki, Rhwawn

This index is partial, source-bounded, dated, and revisable. It is published by @ben, not by the subject. Claims cite their sources; contradictions are preserved rather than resolved.

Gwern Branwen is a pseudonymous American independent researcher whose personal website, gwern.net, has become one of the most-cited longform archives on the internet. Since 2009 he has published exhaustive, hyperlinked essays on psychology, statistics, darknet markets, Bitcoin, and — most consequentially — the scaling of neural networks. He writes under a deliberately maintained pseudonym; his legal identity is not part of the public record, and he has explained the choice in terms of both safety (stalkers, swatting) and epistemics — that an argument should be read before the author is categorized.

Formation: Wikipedia as apprenticeship

Before the website there was the encyclopedia. From January 2004 he edited English Wikipedia as User:Gwern, accumulating more than 90,000 edits, serving as an administrator, and writing articles he remains proud of — Fujiwara no Teika, the Medici bank, the Brethren of Purity. He says he learned more about writing from Wikipedia than from school. But the project's post-Siegenthaler turn toward deletionism alienated him; "In Defense of Inclusionism" (2009) is both diagnosis and farewell — "the inclusionists founded Wikipedia, but the deletionists froze it." Gwern.net, launched the same month, became the personal wiki Wikipedia would not let him build.

The working method

His essays are not blog posts but instruments: created dates and modified dates a decade apart, explicit confidence and importance ratings, backlinks, annotated bibliographies, and a link-popup system he calls semantic zoom. He describes the intended reader as his future self — "intelligent and interested, but has forgotten" — and the unit of motivation as the rabbit hole: read everything, then synthesize. The site is engineered for permanence, with local archives against the linkrot he documented when analyzing Google product shutdowns.

The early canonical work was self-quantification and nootropics: the Dual n-Back FAQ (2009), the spaced-repetition guide (2009), the modafinil page (2009, later joined by a 2015 user survey), and years of blinded, randomized n=1 sleep experiments with a Zeo headband — including the finding that bedtime vitamin D seemed to harm his sleep. These made him a fixture of the early rationalist web and model a rigor rare in self-experimentation.

Darknet markets

When Gawker introduced the world to Silk Road in 2011, Gwern went past coverage: commissioned to write "Silk Road 1: Theory & Practice," he documented how the market actually worked. From late 2013 to 2015 he scraped every English-language darknet market weekly or daily, and in July 2015 released the result — roughly 50GB covering 89 markets and 37+ forums — as the Darknet Market Archives. It became the standard research dataset: a 2016 peer-reviewed International Journal of Drug Policy replication he co-authored used it to challenge an earlier study, and dozens of papers have cited it since.

The work attracted law enforcement attention. In March 2015, amid the collapse of the Evolution market, a Baltimore DHS/ICE agent issued an administrative subpoena to Reddit demanding data on five r/DarkNetMarkets accounts — his among them. Reddit notified him under its privacy policy; he disclosed the subpoena to Wired and posted a public PSA. Months later, an anonymous source leaked documents about Craig Wright to him, which he passed to Wired, feeding its tentative (and later widely disputed) identification of Wright as Satoshi Nakamoto.

The scaling era

Between 2019 and 2022 he produced the writing that made him a reference point in AI: StyleGAN anime faces (This Waifu Does Not Exist, February 2019, trained on his Danbooru datasets), GPT-2 poetry finetuning, GPT-3 prompt-programming explorations, and — in May 2020 — "The Scaling Hypothesis," which argued GPT-3's surprising meta-learning was what scale looks like, not what cleverness looks like. The essay became a canonical informal statement of the position that carried the field through the LLM boom. His 2022 short story "It Looks Like You're Trying To Take Over The World" literalized the argument as fiction in which every beat links to real research.

He holds short AGI timelines — around 2030 in secondary profiles — and treats his archive itself as addressed partly to future models trained on the public web: writing, he told Dwarkesh Patel, is a way of "influencing the shoggoth."

The person behind the pseudonym

What is public is thin by design: he is American, lives frugally on Patreon and early-held Bitcoin (the Dwarkesh episode's headline: "$12K/year salary"), grew up hearing-impaired, and lists past work or consulting for MIRI, CFAR, GiveWell, Wired — and, in 2016, the FBI. He grants almost no interviews; the one major recorded conversation required that an actor re-voice his words. The pseudonym is not a gap in the record but part of the record — the standing demonstration that a name is not a prerequisite for being read.

This index was compiled from public sources and does not imply the subject's endorsement. Citations live in the packet's source catalog.

Timeline by topic

Topics follow the event kinds supplied in this index. Each entry links to its full record in the chronological timeline. Dates retain the precision supplied by the publisher.

Founding (1)
  1. gwern.net createdfounded[1][2]
Roles (2)
  1. Begins editing English Wikipedia as User:Gwernrole[31][30][5]
  2. Research assistant work for MIRI/SIAIrole[3]
Projects (5)
  1. Zeo sleep self-experimentsproject[16]
  2. Begins systematic darknet-market scrapingproject[6]
  3. This Waifu Does Not Exist launchesproject[40][8]
  4. GPT-2 poetry and preference-learning experimentsproject[17][39]
  5. This Anime Does Not Exist launches on his Danbooru2019 dataproject[42][21]
Publications (9)
  1. Early essays: Modafinil, Dual n-Back FAQ, Spaced Repetitionpublication[15][14][13]
  2. 'In Defense of Inclusionism'publication[23]
  3. 'Silk Road 1: Theory & Practice'publication[11][2]
  4. 'Bitcoin Is Worse Is Better'publication[12]
  5. 'Predicting Google closures'publication[20]
  6. Peer-reviewed IJDP replication critique publishedpublication[27]
  7. 'The Scaling Hypothesis'publication[10][43]
  8. 'GPT-3 Creative Fiction'publication[18]
  9. 'It Looks Like You're Trying To Take Over The World'publication[19]
Media (2)
  1. Dwarkesh Podcast interview publishedmedia[26][9]
  2. Interview included in 'The Scaling Era' (Stripe Press)media[28][9]
Milestones (1)
  1. Darknet Market Archives publicly releasedmilestone[6][36]
Other events (2)
  1. ICE administrative subpoena names his Reddit accountother[7][33][34][35]
  2. Craig Wright documents leak through him to Wiredother[38]

Timeline

  1. Begins editing English Wikipedia as User:GwernroleEnglish Wikipedia

    Starts what becomes a >90,000-edit career including administrator service and articles like Fujiwara no Teika.

    [31][30][5]
  2. Early essays: Modafinil, Dual n-Back FAQ, Spaced Repetitionpublication

    The nootropics and learning-technique essays that made him a fixture of the early rationalist web.

    [15][14][13]
  3. 'In Defense of Inclusionism'publication

    His diagnosis of Wikipedia's deletionist decline — written as he is leaving the project that apprenticed him.

    [23]
  4. gwern.net createdfounded

    The personal site that becomes his life's work — a Long-Now-styled archive of longform essays.

    [1][2]
  5. Zeo sleep self-experimentsproject

    Blinded, randomized n=1 experiments tracked with the Zeo headband, including the vitamin D timing trials.

    [16]
  6. 'Silk Road 1: Theory & Practice'publication

    Commissioned deep dive on the original Silk Road — the start of his darknet-market research.

    [11][2]
  7. 'Bitcoin Is Worse Is Better'publication

    Early pragmatic analysis of why Bitcoin won despite uglier design.

    [12]
  8. Research assistant work for MIRI/SIAIroleMIRI/SIAI

    Self-reported detail work for the Machine Intelligence Research Institute, alongside CFAR and other small clients.

    [3]
  9. 'Predicting Google closures'publication

    Survival analysis of ~350 Google products, prompted by the Google Reader shutdown.

    [20]
  10. Begins systematic darknet-market scrapingproject

    Weekly/daily mirrors of every English-language DNM — the raw material of the later archives.

    [6]
  11. ICE administrative subpoena names his Reddit accountotherBaltimore, Maryland (issuing office)

    A Baltimore DHS/ICE agent subpoenas Reddit for five r/DarkNetMarkets accounts including his; Reddit notifies him and he publishes a PSA. Covered by Wired, Ars Technica, and Forbes.

    [7][33][34][35]
  12. Darknet Market Archives publicly releasedmilestone

    ~50GB covering 89 markets and 37+ forums — the standard dataset for academic DNM research.

    [6][36]
  13. Craig Wright documents leak through him to Wiredother

    An anonymous source sends him material on Wright; he passes it to Wired, feeding its tentative Satoshi identification — later widely disputed.

    [38]
  14. Peer-reviewed IJDP replication critique publishedpublication

    Munksgaard, Demant & Branwen's critique of the Dolliver Silk Road 2 study, built on his dataset.

    [27]
  15. This Waifu Does Not Exist launchesproject

    Viral StyleGAN anime-face demo trained on his Danbooru-derived data.

    [40][8]
  16. GPT-2 poetry and preference-learning experimentsproject

    Finetunes GPT-2 on Gutenberg poetry, then tests OpenAI preference learning for music and poetry generation.

    [17][39]
  17. 'The Scaling Hypothesis'publication

    The essay that made him a canonical voice of the scaling era; revised through early 2022.

    [10][43]
  18. 'GPT-3 Creative Fiction'publication

    Documents meta-learning and prompt programming through the OpenAI beta API.

    [18]
  19. This Anime Does Not Exist launches on his Danbooru2019 dataproject

    nearcyan and Aydao's StyleGAN2-ext demo trained on his dataset, with his accompanying writeup.

    [42][21]
  20. 'It Looks Like You're Trying To Take Over The World'publication

    Hard-takeoff short story in which every fictional beat links to real ML research.

    [19]
  21. Dwarkesh Podcast interview publishedmedia

    Recorded in person in August 2024 and released as a re-enactment voiced by Chris Painter to preserve his anonymity.

    [26][9]
  22. Interview included in 'The Scaling Era' (Stripe Press)media

    His conversation joins Dwarkesh Patel's oral history of the scaling era.

    [28][9]

Themes

Works and projects

Appearances

Relations

Claims

Sources

  1. Essays — Gwern.netgwern.net · 2009 · subject controlled · webpage · accessed 2026-09-17T00:00:00Z

    Site index; self-description: 'I write about AI, psychology, & statistics... AI scaling, poetry & anime neural networks; darknet markets and Bitcoin; blinded self-experiments; and dual n-back & spaced repetition.'

  2. About This Website — Gwern.netgwern.net · 2010 · subject controlled · webpage · accessed 2026-09-17T00:00:00Z

    States the site's long-term 'Long Site' philosophy, writing methodology, and that 'the intended audience is my future self.'

  3. About Gwern — Gwern.netgwern.net · 2009 · subject controlled · webpage · accessed 2026-09-17T00:00:00Z

    Self-description and work history: 'freelance American writer & researcher' who has worked for, published in, or consulted for Wired (2015), MIRI/SIAI (2012–2013), CFAR (2012), GiveWell (2017), the FBI (2016), and others; lives on Patreon, Bitcoin appreciation, and frugality.

  4. Design Of This Website — Gwern.netgwern.net · 2010 · subject controlled · webpage · accessed 2026-09-17T00:00:00Z

    Documents the site's implementation: static Hakyll/Pandoc build, epistemic status metadata, backlinks, annotated bibliographies, and link popups for 'semantic zoom' reading.

  5. Wikipedia Resume — Gwern.netgwern.net · subject controlled · webpage · accessed 2026-09-17T00:00:00Z

    His own catalog of Wikipedia contributions: >95,133 edits including deleted (as of ~2012); lists Fujiwara no Teika (sold to the New World Encyclopedia), Medici bank, and Brethren of Purity among highlighted work.

  6. Darknet Market Archives (2013–2015) — Gwern.netgwern.net · 2013 · subject controlled · dataset · accessed 2026-09-17T00:00:00Z

    Documents weekly/daily scrapes of all English-language DNMs 2013–2015; released publicly 2015-07-12 as ~50GB compressed covering 89 DNMs and 37+ forums across <4,438 mirrors; formal citation includes Nicolas Christin and others.

  7. PSA: 5 Reddit accounts subpoenaed by ICE — Gwern.net mirrorgwern.net · 2015 · subject controlled · webpage · accessed 2026-09-17T00:00:00Z

    His archived r/DarkNetMarkets post disclosing the subpoena: a 21 U.S.C. § 967 administrative subpoena dated 2015-03-20 from a Baltimore DHS ICE agent demanding data on five accounts including his.

  8. This Waifu Does Not Exist v3.5 (TWDNEv3.5)gwern.net · subject controlled · webpage · accessed 2026-09-17T00:00:00Z

    The standalone demo site serving StyleGAN-generated anime faces and generated plot text; launched February 2019, upgraded through 2020.

  9. Dwarkesh Patel Interview — Gwern.netgwern.net · 2024 · subject controlled · transcript · accessed 2026-09-17T00:00:00Z

    His localized, annotated transcript of the August 2024 in-person interview; explains the re-enacted audio/video was his anonymity condition.

  10. The Scaling Hypothesis — Gwern.netgwern.net · 2020 · first person · article · accessed 2026-09-17T00:00:00Z

    On GPT-3's meta-learning: 'the blessings of scale' and the hypothesis that intelligence is simple learning algorithms applied to diverse experience at scale.

  11. Silk Road 1: Theory & Practice — Gwern.netgwern.net · 2011 · first person · article · accessed 2026-09-17T00:00:00Z

    Commissioned 2011 deep dive on the original Silk Road: how to buy on a Tor-Bitcoin darknet market, its weaknesses, and predictions for successors.

  12. Bitcoin Is Worse Is Better — Gwern.netgwern.net · 2011 · first person · article · accessed 2026-09-17T00:00:00Z
  13. Spaced Repetition for Efficient Learning — Gwern.netgwern.net · 2009 · first person · article · accessed 2026-09-17T00:00:00Z
  14. Dual n-Back FAQ — Gwern.netgwern.net · 2009 · first person · article · accessed 2026-09-17T00:00:00Z

    Skeptical survey of the evidence that dual n-back working-memory training raises fluid intelligence.

  15. Modafinil — Gwern.netgwern.net · 2009 · first person · article · accessed 2026-09-17T00:00:00Z

    Cost-benefit review of modafinil research plus grey-market supplier comparisons and ordering advice; a landmark of his nootropics work.

  16. Vitamin D sleep experiments — Gwern.netgwern.net · first person · article · accessed 2026-09-17T00:00:00Z

    Blinded randomized self-experiments using Zeo sleep tracking: vitamin D at bedtime appeared to harm sleep; morning dosing was inconclusive.

  17. GPT-2 Neural Network Poetry — Gwern.netgwern.net · 2019 · first person · article · accessed 2026-09-17T00:00:00Z
  18. GPT-3 Creative Fiction — Gwern.netgwern.net · 2020 · first person · article · accessed 2026-09-17T00:00:00Z
  19. It Looks Like You're Trying To Take Over The World — Gwern.netgwern.net · 2022 · first person · article · accessed 2026-09-17T00:00:00Z

    AI hard-takeoff short story whose every beat links to real ML research; auto-enables 'reader mode' to hide the links as a punchline.

  20. Predicting Google closures — Gwern.netgwern.net · 2013 · first person · article · accessed 2026-09-17T00:00:00Z

    Survival analysis of ~350 Google products: median lifespan ~2824 days, Type III survival curve; data and R code included.

  21. Danbooru2021: A Large-Scale Crowdsourced & Tagged Anime Illustration Dataset — Gwern.netgwern.net · first person · dataset · accessed 2026-09-17T00:00:00Z

    Latest in his annual Danbooru dataset series: ~4.5TB of 4.9m images with 162m tag instances; widely used for anime-image ML.

  22. GANs Didn't Fail, They Were Abandoned — Gwern.netgwern.net · 2022 · first person · article · accessed 2026-09-17T00:00:00Z

    Argues the diffusion-over-GAN narrative is unproven: GANs do not scale conspicuously worse, and scaling fixes their instability.

  23. In Defense of Inclusionism — Gwern.netgwern.net · 2009 · first person · article · accessed 2026-09-17T00:00:00Z

    Argues, as 'a long-time editor & former admin,' that deletionism is killing Wikipedia through a self-reinforcing decline spiral.

  24. Ask gwern: Who are you? — Hacker News threadHacker News · 2013 · first person · webpage · accessed 2026-09-17T00:00:00Z

    2013 Q&A where he explains his pseudonymity: personal safety (stalkers, swatting) and epistemic independence of argument from authority.

  25. [Link] 2015 modafinil user survey — LessWrongLessWrong · 2015 · first person · webpage · accessed 2026-09-17T00:00:00Z

    His announcement of the 2015 modafinil user survey run with ModafinilCat, covering side-effects, sourcing, efficacy, and demographics.

  26. Gwern — Anonymous writer who predicted AI trajectory on $12K/year salaryDwarkesh Podcast · 2024 · interview · article · accessed 2026-09-17T00:00:00Z

    In-person August 2024 interview published as a re-enactment: Chris Painter voices Gwern's words over a synthetic avatar to preserve anonymity. Covers anonymity, scaling, AGI timelines, Wikipedia, rabbit holes, and writing for LLMs.

  27. A replication and methodological critique of the study 'Evaluating drug trafficking on the Tor Network'International Journal of Drug Policy · 2016 · primary record · article · accessed 2026-09-17T00:00:00Z

    Peer-reviewed replication of Dolliver's Silk Road 2 study built on Branwen's DNM dataset; Int. J. Drug Policy 2016;35:92-96, PMID 27079624.

  28. The Scaling Era: An Oral History of AI, 2019–2025Stripe Press · primary record · webpage · accessed 2026-09-17T00:00:00Z

    Publisher page for Dwarkesh Patel's 2025 oral history of the scaling era; his Gwern interview is included among the conversations.

  29. Gwern Branwen (Q108133995)Wikidata · reference · dataset · accessed 2026-09-17T00:00:00Z

    'American writer and researcher'; aliases Gwern and G Branwen; no Wikipedia sitelinks — there is no English Wikipedia article about him.

  30. User:Gwern — WikipediaWikipedia · reference · webpage · accessed 2026-09-17T00:00:00Z

    His Wikipedia user page: links gwern.net, In-Defense-Of-Inclusionism, and his Wikipedia resume; lists alternate accounts Marudubshinki and Rhwawn.

  31. Gwern Branwen — Longterm WikiLongterm Wiki · reference · article · accessed 2026-09-17T00:00:00Z

    Third-party profile: Wikipedia editing since January 2004 with 90,000+ edits, past admin on English Wikipedia and the Haskell wiki; 'Gwern' means 'alder' in Welsh; influence on mainstream AI research described as contested.

  32. Gwern Branwen — Google ScholarGoogle Scholar · reference · webpage · accessed 2026-09-17T00:00:00Z

    His verified author profile, affiliation listed as 'independent.'

  33. Feds Demand Reddit Identify Users of a Dark-Web Drug ForumWired · 2015 · reporting · article · accessed 2026-09-17T00:00:00Z
  34. Feds subpoena reddit in effort to learn about users behind Dark Web chatterArs Technica · 2015 · reporting · article · accessed 2026-09-17T00:00:00Z
  35. Reddit Gets Subpoenaed Over Darknet SubredditForbes · 2015 · reporting · article · accessed 2026-09-17T00:00:00Z
  36. You Can Now Download a Copy of Pretty Much Every Dark Web Market Ever MadeMotherboard (Vice) · 2015 · reporting · article · accessed 2026-09-17T00:00:00Z
  37. The Dark Web Drug Lords Who Got AwayWired · 2015 · reporting · article · accessed 2026-09-17T00:00:00Z

    Cites his ongoing survey of 70+ post-Silk Road darknet markets finding only five arrested administrators.

  38. Wired Presents Very Convincing Circumstantial Case They've Identified Bitcoin Creator 'Satoshi Nakamoto'Reason · 2015 · reporting · article · accessed 2026-09-17T00:00:00Z

    Documents that an anonymous source leaked Craig Wright material to Gwern Branwen, who provided it to Wired; Wright's Satoshi claim was later widely disputed.

  39. Gwern's AI-Generated PoetrySlate Star Codex · 2019 · reporting · article · accessed 2026-09-17T00:00:00Z
  40. From Faces to Kitties to Apartments: GAN Fakes the WorldSynced · 2019 · reporting · article · accessed 2026-09-17T00:00:00Z

    Covers TWDNE's launch: 'Independent researcher Gwern Branwen' served 70k StyleGAN faces plus generated text snippets.

  41. There's a searchable cache of the web's darkest corners of the anonymous internetJezebel · 2015 · reporting · article · accessed 2026-09-17T00:00:00Z

    Mainstream coverage of the DNM archives release and his years of weekly scraping.

  42. This Anime Does Not Existnear.blog · 2021 · reporting · article · accessed 2026-09-17T00:00:00Z

    Launch post for TADNE crediting Gwern's Danbooru2019 dataset, StyleGAN writeups, and Tensorfork collaboration.

  43. AI Alignment Newsletter summary of 'The Scaling Hypothesis'LessWrong · reporting · article · accessed 2026-09-17T00:00:00Z

    Rohin Shah's newsletter summary treating the essay as a central statement of the scaling position — evidence of its reception inside AI discourse.

  44. Darknet Market — Distributed Denial of SecretsDistributed Denial of Secrets · archive · webpage · accessed 2026-09-17T00:00:00Z

    DDoSecrets rehost of his 2013–2015 DNM scrapes, quoting his original Internet Archive upload description.

  45. Making Anime Faces With StyleGAN — Gwern.net (Internet Archive capture)Internet Archive Wayback Machine · archive · article · accessed 2026-09-17T00:00:00Z

    Captured copy of his StyleGAN writeup covering TWDNE and the anime-face model lineage.

Coverage and method

Scope as of
Coverage supplied by the publisher
  • biography
  • work
  • philosophy
  • projects
  • media
  • beliefs
Method
public-person-index-v1
Tool
soulscrape
Contributors
  • Soulscrape research workflow
Assembled
Human review
No review status or review date is supplied. An assembly timestamp does not establish human review.
Open questions
See the supplied open questions

Open questions