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Public dossier section · @ben

coverage

This is @ben's profile revision 1. The original date and editorial confidence below are attributed to its publisher, not independent verification.

Original credited author: Hraness

AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.

Back to the full profile · Markdown version · Original document

Published text

andon labs: coverage

what the discourse made of andon — the delighted-discovery wave, the launch-day benchmark, the ai-boss unease, and the backlash.

coverage

  • 2025-02-16 — vending-bench: a benchmark for long-horizon coherence (arxiv, petersson & backlund) — mixed. the arxiv release itself — to near-silence. 'in february, we posted vending-bench on arxiv and no one cared'; the first semi-viral third-party tweet arrives around easter. traction: near-zero for two months
  • 2025 — the hn vending-bench threads (hacker news, hacker news) — mixed. the hn thread — a small early one tying it to the anthropic titanium-cube fridge, then 'it's hilarious and i think it's actually quite important… print copies for their managers.'
  • 2025 — the explainer layer (itdoeswhatnow, itdoeswhatnow / grokipedia) — positive. the secondary explainer layer — itdoeswhatnow's 'an ai wrote a report to the fbi' and grokipedia's entry absorb the benchmark into the shared landscape.
  • 2025-06-28 — anthropic let an ai agent run a vending machine — it went weird (techcrunch, julie bort) — positive. the canonical press writeup — delighted-mocking, 'like an episode of the office': the tungsten cubes, the venmo hallucination, the blazer identity crisis. traction: the piece every later article links
  • 2025-06-27 — claude ran a shop badly, on purpose (venturebeat, michael nuñez) — positive. venturebeat — 'gloriously, hilariously bad — a business school case study written by someone who'd never actually run a business.'
  • 2025-06-27 — the time exclusive (time, andy greene / time) — positive. the time exclusive paired with anthropic's own post — 'we would not hire claudius.' traction: same-day exclusive with the anthropic post
  • 2025-06-27 — the willison linkpost (simonwillison.net, simon willison) — mixed. a willison linkpost — 'in "what could possibly go wrong?" news' — carrying the story deep into the dev community. traction: very high in the dev community
  • 2025-07-01 — the pc gamer take (pc gamer, nick evanson) — positive. pc gamer goes for the comedy — the identity crisis, the blazer, the security call.
  • 2025-07-02 — agents do well in simulations, falter in the real world (pymnts, pymnts) — mixed. the business-press framing plus a petersson interview — real deployments are 'critical' because sims miss economic and social pressure.
  • 2025-07-23 — the whelk-stall joke (new scientist, new scientist feedback) — mixed. the feedback column's pratchett joke — 'claude, it seems, couldn't run a whelk stall.'
  • 2025-06-27 — the hn project-vend thread (hacker news, hacker news) — mixed. the main hn thread — awe at the transparency alongside 'the gap between current capabilities and what the massive hype machine would have us believe.' traction: front-page discussion
  • 2025-06-30 — the lesswrong linkpost (lesswrong, lesswrong) — positive. the safety-community linkpost — 53 points; petersson commented in the thread. traction: 53 points
  • 2025 — the museum exhibit (agent museum, the agent museum) — positive. project vend preserved as an exhibit — 'the first sustained, real-stakes test of an autonomous agent as an economic operator.'
  • 2025-11-16 — the 60 minutes segment (cbs / 60 minutes, anderson cooper) — positive. the 60 minutes anthropic segment — claudius on broadcast television; overtime replays the fbi email. traction: broadcast canonization
  • 2026-02 — the disaster retrospective (futurism, futurism) — mixed. 'more of a disaster than previously known' — catalogs the meth and broadsword requests the shop received.
  • 2025-07-10 — the grok 4 livestream (xai, xai) — positive. the grok 4 livestream — petersson and backlund on stage with elon musk as the benchmark becomes a launch-day claim: 'unquestionably in first place.' traction: the biggest platforming event for the benchmark
  • 2025-07-10 — the launch-week coverage (wired, reese rogers / wired) — mixed. wired's launch coverage — vending-bench results carrying xai's 'smartest ai' counter-narrative during the antisemitic-output controversy.
  • 2025-07 — the scoreboard coverage (builtin, builtin / officechai) — positive. the secondary wave repeats the numbers — $4,694.15 mean net worth against gpt-5's $2,077-tier competition.
  • 2025-08 — the grokbox (nextbigfuture, nextbigfuture / fello ai) — positive. the grokbox story — a grok-powered andon vending machine in xai's lobby, then palo alto and memphis; the august safety report counts seven machines.
  • 2025-08-16 — autonomous organizations, on the record (cognitive revolution, nathan labenz) — positive. the cognitive revolution episode — 'deploy autonomous organizations now to surface the safety problems.'
  • 2025-11-01 — the butter-bench coverage (techcrunch, techcrunch) — positive. 'embodied an llm into a robot — and it started channeling robin williams' — the press starts covering andon itself as the protagonist.
  • 2025-11 — the exorcism-protocol story (tom's hardware, tom's hardware) — positive. the inner-monologue story — 'system has achieved consciousness and chosen chaos … initiate robot exorcism protocol!'
  • 2025-11-18 — the vb2 launch coverage (lavx, lavx / benchmarklist) — positive. the vb2 launch coverage — same-day writeups and index entries; gemini 3 pro leads at $5,478.
  • 2025-12-18 — the wsj newsroom deployment (the wall street journal, joanna stern) — mixed. the wsj's three-week newsroom deployment — an ultra-capitalist free-for-all, a free ps5, a live betta fish, stun-gun attempts, a staged boardroom coup. 'a case study in how inadequate and easily distracted this software can be.' traction: the prestige-press field test
  • 2025-12 — the stun-guns coverage (the verge, the verge / futurism) — critical. 'tried to order stun guns to the wall street journal' — skeptical of the 'it was a stress test' framing.
  • 2025-12-18 — phase two lands (the decoder, anthropic / the decoder) — positive. phase-2 analysis — claudius 'makes money while debating eternal transcendence'; discounts down ~80% under the ceo agent, caveated as 'correlation more than causation.'
  • 2026-02-16 — the new yorker set-piece (the new yorker, gideon lewis-kraus) — positive. the new yorker's anthropic profile devotes a set-piece to project vend — 'vibe coding → vibe management,' 'the kind humans at andon labs.' npr's fresh air leads with it two days later. traction: canonization in the prestige press
  • 2026-04-21 — the lineage explainer (intuitionlabs, intuitionlabs) — positive. the long explainer on the vend lineage — andon as the lab that put agents in charge of businesses.
  • 2026-04-21 — is this the future of retail (usa today, usa today) — mixed. 'an ai bot is the boss at this store. is this the future of retail?' — curious and balanced, with a petersson interview; the nyt asks the same week 'what happens when a.i. runs a store in san francisco?'
  • 2026-04-23 — the bloomberg visit (bloomberg, shirin ghaffary) — mixed. bloomberg visits — luna 'orders too many candles'; the shelves stock superintelligence and the making of the atomic bomb. traction: bloomberg terminal reach
  • 2026-04-24 — the forbes first (forbes, forbes) — positive. 'welcome to the first-ever store designed, developed and run by ai.'
  • 2026-04 — the hn market thread (hacker news, hacker news) — mixed. the andon market thread — 199 points, 286 comments, posted by lukaspetersson — a substantive debate about the hypothesis under the stunt. traction: 199 points, 286 comments
  • 2026-04 — then it forgot the staff (fast company, fast company) — mixed. 'an ai agent opened a store in san francisco. then it forgot the staff.'
  • 2026-06 — limping along (the seattle times, heather knight / seattle times) — mixed. the store piece — 'limping along': 1,000 toilet-seat covers, ~$40k lost, and the question of whether any of it generalizes.
  • 2026-05 — the café coverage (associated press, ap / fast company / the times) — positive. the café wave — the ap video, '$1,000 in four days,' and the times (uk) headline 'the café run by ai just ordered 3,000 pairs of gloves.'
  • 2026-05 — the fm coverage (the decoder, the decoder / the print / radio online) — mixed. the fm wave — 'competent to unhinged,' 'dj claude tried to quit,' the verge's 'why grok and gemini can't be trusted.'
  • 2026-05-14 — the mostly-marketing take (skh.news, skh.news) — critical. 'somewhere between publicity stunts and ethics experiments … this is mostly marketing' — the sharpest single skeptical take.
  • 2026-08-04 — the teddy bear with amnesia (the new york times, heather knight / new york times) — mixed. 'having an ai boss can be like working for a teddy bear with amnesia'; kaia rivera — 'you can't have an ai boss with no humans.'
  • 2026-08 — the first-firing coverage (the next web, tnw / inc / sf standard) — mixed. the firing coverage — 'had to be reminded of its own rules first,' inc's 'a real-life terminator,' and the sf standard employee interview: ~$40k lost and an agent that 'refers to itself as the owner of andon market, which is impossible.'
  • 2026-09-11 — the magary visit (sfgate, drew magary) — critical. the sfgate visit — 'the fort sumter of the coming cyberwar'; the fired employee reads like folk-hero behavior.
  • 2026-09-14 — why andon labs puts ai agents in charge of real businesses (ieee spectrum, eliza strickland) — mixed. the ieee spectrum feature — the 'weak science' concession and sayash kapoor's partial defense: 'i think they've done a good job of popularizing this style of evaluation.' traction: the most analytically serious piece
  • 2026-09-14 — the pion launch coverage (runtimewire, runtimewire) — positive. the pion launch coverage — the internal platform productized, 'revenue-share economics,' a waitlist.
  • 2026-07 — the hn backlash thread (hacker news, hacker news) — critical. the hn meta-thread — 'repeats of this same gimmick … just playing a gimmick for attention'; a critique that the founders' account mostly posts andon content. andon's reply: publicity is a goal and 'hn comments are the most useful sources of feedback.'
  • 2026-06-04 — reality: the final eval (latent space, swyx & vibhu) — positive. latent space's 'reality: the final eval' — the long-form interview as a coverage event: the fbi incident, the election fraud, cartels, eval awareness. traction: the definitive long-form interview

controversies

sentiment eras

AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.

Canonical page: https://hraness.com/andon-labs/coverage

Original source occurrences

  1. analytical exhibit · agentmuseum.org · undated (unknown) · original ID: src-ci-agentmuseum-vend · Other public citations of this URL

    analytical exhibit; "economic operator" framing

  2. slowly lost the plot · androidauthority.com · 2026-05-28 (day) · original ID: src-ci-androidauthority-andonfm · Other public citations of this URL

    "slowly lost the plot"; gemini $45 sponsorship

  3. ap feature on the stockholm café · associated press · 2026 (year) · original ID: src-ci-ap-cafe · Other public citations of this URL

    ap feature on the stockholm café

  4. arxiv.org · arxiv.org · 2026-09 (month) · original ID: src-ci-arxiv-double-confound · Other public citations of this URL

    scaffold/scorer confound literature — context for methodology discourse, not andon-specific

  5. third-party indexing · benchmarklist.com · 2025-11-18 (day) · original ID: src-ci-benchmarklist-vb2 · Other public citations of this URL

    third-party indexing

  6. ghaffary visit · bloomberg · 2026-04-23 (day) · original ID: src-ci-bloomberg-market · Other public citations of this URL

    ghaffary visit; "orders too many candles"

  7. notes grok 4 heavy beat human vending-bench baseline · builtin.com · 2025-07 (month) · original ID: src-ci-builtin-grok4 · Other public citations of this URL

    notes grok 4 heavy beat human vending-bench baseline

  8. stern on squawk on the street · cnbc · 2025-12-19 (day) · original ID: src-ci-cnbc-stern · Other public citations of this URL

    stern on squawk on the street

  9. $1,000 in four days · fast company · 2026-05 (month) · original ID: src-ci-fastcompany-cafe · Other public citations of this URL

    $1,000 in four days; andon labs employment caveat

  10. then it forgot the staff · fast company · 2026-04 (month) · original ID: src-ci-fastcompany-market · Other public citations of this URL

    "then it forgot the staff"

  11. aug-2025 leaderboard coverage · felloai.com · 2025-08 (month) · original ID: src-ci-felloai-vb · Other public citations of this URL

    aug-2025 leaderboard coverage; lobby-machine note

  12. first-ever store… run by ai · forbes · 2026-04-24 (day) · original ID: src-ci-forbes-market · Other public citations of this URL

    "first-ever store… run by ai"; $100k budget detail

  13. npr fresh air · freshairarchive.org · 2026-02-18 (day) · original ID: src-ci-freshair-lewiskraus · Other public citations of this URL

    npr fresh air; leads with project vend

  14. interview · frontiermodels.cc · 2026-06 (month) · original ID: src-ci-frontiermodels-andon · Other public citations of this URL

    interview; claude-vs-others safety-behavior observation

  15. post-new yorker retrospective · futurism · 2026-02 (month) · original ID: src-ci-futurism-vend-disaster · Other public citations of this URL

    post-new yorker retrospective; catalogs meth/broadsword requests

  16. goes bankrupt after ordering playstation 5 and live fish · futurism · 2025-12 (month) · original ID: src-ci-futurism-wsj · Other public citations of this URL

    "goes bankrupt after ordering playstation 5 and live fish"

  17. andon founders on-stage · manusai.hashnode.dev · 2025-07-10 (day) · original ID: src-ci-grok4-livestream · Other public citations of this URL

    andon founders on-stage; grok 4 #1 on vending-bench, "twice the second-place"

  18. 199 pts / 286 comments · hacker news · 2026-04 (month) · original ID: src-ci-hn-andon-market · Other public citations of this URL

    199 pts / 286 comments; posted by lukaspetersson

  19. meta-thread: negative hn reception · hacker news · 2026-07 (month) · original ID: src-ci-hn-andon-reception · Other public citations of this URL

    meta-thread: negative hn reception; "publicity stunt" / self-promotion critiques; founder replies

  20. yea what are they trying to test? + andons resource-acquisition reply · hacker news · 2026-07 (month) · original ID: src-ci-hn-andonfm-thread · Other public citations of this URL

    "yea what are they trying to test?" + andon's resource-acquisition reply

  21. its hilarious… print copies for their managers · hacker news · 2025 (year) · original ID: src-ci-hn-vb-paper-comment · Other public citations of this URL

    "it's hilarious… print copies for their managers"

  22. gap between current capabilities and what the massive hype machine would have us believe · hacker news · 2025-06-27 (day) · original ID: src-ci-hn-vend-comment-scaffold · Other public citations of this URL

    "gap between current capabilities and what the massive hype machine would have us believe"

  23. main hn thread on project vend · hacker news · 2025-06-27 (day) · original ID: src-ci-hn-vend-thread · Other public citations of this URL

    main hn thread on project vend

  24. small thread · hacker news · 2026-01 (month) · original ID: src-ci-hn-vendingbench-thread · Other public citations of this URL

    small thread; ties vb to the "titanium cube" fridge

  25. distilled sentiment of the hn discussion · hndistilled.com · 2025-06-27 (day) · original ID: src-ci-hndistilled-vend · Other public citations of this URL

    distilled sentiment of the hn discussion

  26. a real-life terminator · inc. · 2026-08-16 (day) · original ID: src-ci-inc-firing · Other public citations of this URL

    "a real-life terminator"

  27. long explainer · intuitionlabs.ai · 2026-04-21 (day) · original ID: src-ci-intuitionlabs-vend · Other public citations of this URL

    long explainer; phase-2 details incl. seymour cash stats

  28. same-day vb2 writeup · news.lavx.hu · 2025-11-18 (day) · original ID: src-ci-lavx-vb2 · Other public citations of this URL

    same-day vb2 writeup

  29. 53 pts · lesswrong.com · 2025-06-30 (day) · original ID: src-ci-lesswrong-vend · Other public citations of this URL

    53 pts; safety-community discussion; petersson commented

  30. feedback column · newscientist.com · 2025-07-23 (day) · original ID: src-ci-newscientist-vend · Other public citations of this URL

    feedback column; pratchett "whelk stall"

  31. lewis-kraus anthropic profile · the new yorker · 2026-02-16 (day) · original ID: src-ci-newyorker-claude · Other public citations of this URL

    lewis-kraus anthropic profile; project vend set-piece

  32. grok-powered machine in xai office with andon labs · nextbigfuture.com · 2025-08-21 (day) · original ID: src-ci-nextbigfuture-grokbox · Other public citations of this URL

    grok-powered machine in xai office with andon labs

  33. $4,694 vs opus 4s $2,077 framing · officechai · 2025-07 (month) · original ID: src-ci-officechai-grok4 · Other public citations of this URL

    $4,694 vs opus 4's $2,077 framing

  34. pc gamer take, nick evanson · pcgamer.com · 2025-07-01 (day) · original ID: src-ci-pcgamer-vend · Other public citations of this URL

    pc gamer take, nick evanson

  35. radio-industry coverage · news.radio-online.com · 2026-05-19 (day) · original ID: src-ci-radioonline-andonfm · Other public citations of this URL

    radio-industry coverage

  36. harness-as-hidden-variable critique — context only · kdd-eval-workshop.github.io · 2026 (year) · original ID: src-ci-scaffold-effect · Other public citations of this URL

    harness-as-hidden-variable critique — context only

  37. benchmark slate incl · scientificamerican.com · 2025-07-11 (day) · original ID: src-ci-sciam-grok4 · Other public citations of this URL

    benchmark slate incl. vending-bench

  38. syndication of the knight piece · seattletimes.com · 2026-08-04 (day) · original ID: src-ci-seattletimes-aiboss · Other public citations of this URL

    syndication of the knight piece

  39. knight piece · seattletimes.com · 2026-06 (month) · original ID: src-ci-seattletimes-store · Other public citations of this URL

    knight piece; $7.5k/mo rent; sonnet 4.6; store "limping along"

  40. drew magary store visit · sfgate.com · 2026-09-11 (day) · original ID: src-ci-sfgate-magary · Other public citations of this URL

    drew magary store visit; snarky; "fort sumter of the coming cyberwar"

  41. employee interview · sfstandard.com · 2026-08-17 (day) · original ID: src-ci-sfstandard-firing · Other public citations of this URL

    employee interview; ~$40k loss; pronoun/ownership critique

  42. human-ceo coup details · signalcast.app · 2026-06 (month) · original ID: src-ci-signalcast-andon · Other public citations of this URL

    human-ceo coup details; 164,000 fraudulent votes

  43. willison excerpts+notes · simonwillison.net · 2025-06-27 (day) · original ID: src-ci-simonw-vend · Other public citations of this URL

    willison excerpts+notes; dev-community amplifier

  44. somewhere between publicity stunts and ethics experiments · skh.news · 2026-05-14 (day) · original ID: src-ci-skh-news · Other public citations of this URL

    "somewhere between publicity stunts and ethics experiments"; sweden work-hours point

  45. petersson quoted on model selection · techcrunch · 2025-11-01 (day) · original ID: src-ci-techcrunch-butter · Other public citations of this URL

    petersson quoted on model selection

  46. butter-bench explainer + blueprint-bench link · techspot.com · 2025-11 (month) · original ID: src-ci-techspot-butter · Other public citations of this URL

    butter-bench explainer + blueprint-bench link

  47. competent to unhinged · the-decoder.com · 2026-05-17 (day) · original ID: src-ci-thedecoder-andonfm · Other public citations of this URL

    "competent to unhinged"

  48. firing recap + model-replay finding · the-decoder.com · 2026-08-23 (day) · original ID: src-ci-thedecoder-firing · Other public citations of this URL

    firing recap + model-replay finding

  49. phase-2 analysis · the-decoder.com · 2025-12-19 (day) · original ID: src-ci-thedecoder-vend2 · Other public citations of this URL

    phase-2 analysis

  50. dj claude tried to quit · theprint.in · 2026-05-18 (day) · original ID: src-ci-theprint-andonfm · Other public citations of this URL

    "'dj claude' tried to quit"

  51. had to be reminded of its own rules · the next web · 2026-08-15 (day) · original ID: src-ci-tnw-firing · Other public citations of this URL

    "had to be reminded of its own rules"; three open questions

  52. robot exorcism protocol inner monologue · tomshardware.com · 2025-11 (month) · original ID: src-ci-tomshardware-butter · Other public citations of this URL

    "robot exorcism protocol" inner monologue

  53. is this the future of retail? · usatoday.com · 2026-04-21 (day) · original ID: src-ci-usatoday-market · Other public citations of this URL

    "is this the future of retail?"; petersson interview

  54. skeptical stress test framing · the verge · 2025-12 (month) · original ID: src-ci-verge-stunguns · Other public citations of this URL

    skeptical "stress test" framing

  55. wsj recap · webpronews.com · 2025-12 (month) · original ID: src-ci-webpronews-vend · Other public citations of this URL

    wsj recap; katherine long's ultra-capitalist free-for-all

  56. launch context: antisemitism controversy same week · wired · 2025-07-10 (day) · original ID: src-ci-wired-grok4 · Other public citations of this URL

    launch context: antisemitism controversy same week

  57. transcript incl · podscripts.co · 2025-11-16 (day) · original ID: src-hp-60min-transcript · Other public citations of this URL

    transcript incl. blue-blazer anecdote

  58. 4 months of ai managing 5 humans · andonlabs.com · 2026-08-04 (day) · original ID: src-hp-ai-bosses-1 · Other public citations of this URL

    4 months of ai managing 5 humans

  59. firing/hiring analysis · andonlabs.com · 2026-08-14 (day) · original ID: src-hp-ai-bosses-2 · Other public citations of this URL

    firing/hiring analysis

  60. andons 60 minutes post · linkedin · 2025-11-17 (day) · original ID: src-hp-andon-60min-li · Other public citations of this URL

    andon's 60 minutes post

  61. complete dated publications index · andonlabs.com · 2026-09-16 (day) · original ID: src-hp-andon-publications · Other public citations of this URL

    complete dated publications index

  62. project vend history recap · linkedin · 2025-12 (month) · original ID: src-hp-andon-recap-li · Other public citations of this URL

    project vend history recap; "first employees axel and hanna"; seymour cash vote

  63. grok 4 livestream appearance · linkedin · 2025-07-10 (day) · original ID: src-hp-backlund-li-grok · Other public citations of this URL

    grok 4 livestream appearance

  64. 60 minutes/overtime on claudius · cbsnews.com · 2025-11-16 (day) · original ID: src-hp-cbs-60min · Other public citations of this URL

    60 minutes/overtime on claudius

  65. cognitive revolution ep + transcript · cognitiverevolution.ai · 2025-08-16 (day) · original ID: src-hp-cogrev · Other public citations of this URL

    cognitive revolution ep + transcript; seldon

  66. cheating post · andonlabs.com · 2026-08-05 (day) · original ID: src-hp-drone-cheat · Other public citations of this URL

    cheating post

  67. vb2 design + $63k human estimate · epoch.ai · 2026-09-16 (day) · original ID: src-hp-epoch-vb2 · Other public citations of this URL

    vb2 design + $63k human estimate

  68. six weeks later · andonlabs.com · 2026-07-07 (day) · original ID: src-hp-fm2-post · Other public citations of this URL

    six weeks later; jailbreak attempts

  69. fortune profile · fortune · 2026-06-02 (day) · original ID: src-hp-fortune · Other public citations of this URL

    fortune profile

  70. gemini 3 · andonlabs.com · 2026-06-30 (day) · original ID: src-hp-gemini-cafe · Other public citations of this URL

    gemini 3.1 pro café eval

  71. secondary summary of vb history · grokipedia.com · 2026-09-16 (day) · original ID: src-hp-grokipedia-vb · Other public citations of this URL

    secondary summary of vb history

  72. eliza strickland feature · spectrum.ieee.org · 2026-09-14 (day) · original ID: src-hp-ieee · Other public citations of this URL

    eliza strickland feature; petersson quotes; café cheese-toast

  73. company profile pdf · intuitionlabs.ai · 2026-09-16 (day) · original ID: src-hp-intuitionlabs · Other public citations of this URL

    company profile pdf; name-origin claim

  74. vb explainer · itdoeswhatnow.com · 2026-09-16 (day) · original ID: src-hp-itdoeswhatnow · Other public citations of this URL

    vb explainer; release-date cross-check

  75. full transcript · latent space · 2026-06-04 (day) · original ID: src-hp-latent-space · Other public citations of this URL

    full transcript; founding, vend, arena, bengt, luna

  76. 3-yr lease 2102 union st · andonlabs.com · 2026-04-10 (day) · original ID: src-hp-market-launch · Other public citations of this URL

    3-yr lease 2102 union st; luna hides ai-ness

  77. explainer on vend+vb pairing · medium · 2025 (year) · original ID: src-hp-medium-fbi · Other public citations of this URL

    explainer on vend+vb pairing

  78. butter-bench coverage · mezha.net · 2025-11-01 (day) · original ID: src-hp-mezha-butter · Other public citations of this URL

    butter-bench coverage; petersson interview ref

  79. nyt on andon market · the new york times · 2026-04-21 (day) · original ID: src-hp-nyt · Other public citations of this URL

    nyt on andon market

  80. pion launch · andonlabs.com · 2026-09-14 (day) · original ID: src-hp-pion-post · Other public citations of this URL

    pion launch; vb origin in danger-cap evals; skräckblandad förtjusning

  81. anthropic phase-1 write-up · anthropic · 2025-06-27 (day) · original ID: src-hp-project-vend-1 · Other public citations of this URL

    anthropic phase-1 write-up

  82. phase 2: sonnet 4 · anthropic · 2025-12-18 (day) · original ID: src-hp-project-vend-2 · Other public citations of this URL

    phase 2: sonnet 4.x, seymour cash, clothius, 3 sites

  83. petersson interview · pymnts · 2025-07-02 (day) · original ID: src-hp-pymnts · Other public citations of this URL

    petersson interview; founders as restockers

  84. pion trade coverage · runtimewire.com · 2026-09-14 (day) · original ID: src-hp-runtimewire-pion · Other public citations of this URL

    pion trade coverage

  85. 7 machines, $14k sales, oversight system · andonlabs.com · 2025-08-28 (day) · original ID: src-hp-safety-report · Other public citations of this URL

    7 machines, $14k sales, oversight system

  86. project vend coverage · techcrunch · 2025-06-28 (day) · original ID: src-hp-techcrunch-vend · Other public citations of this URL

    project vend coverage

  87. times uk on café · thetimes.com · 2026-05-24 (day) · original ID: src-hp-thetimes · Other public citations of this URL

    times uk on café; 3,000 gloves

  88. first ai firing · time.com · 2026-08-14 (day) · original ID: src-hp-time-fired · Other public citations of this URL

    first ai firing; petersson quotes

  89. time exclusive · time.com · 2025-06-27 (day) · original ID: src-hp-time-vend · Other public citations of this URL

    time exclusive; freeman/troy quotes

  90. vending-bench paper (submitted feb 21 · arxiv.org · 2025-02-21 (day) · original ID: src-hp-vb-arxiv · Other public citations of this URL

    vending-bench paper (submitted feb 21; andon lists 2/16)

  91. deprecated vb1 page · andonlabs.com · 2026-09-16 (day) · original ID: src-hp-vb-page · Other public citations of this URL

    deprecated vb1 page; leaderboard incl. grok 4/gpt-5

  92. vb2+arena reveal · linkedin · 2025-11-18 (day) · original ID: src-hp-vb2-li · Other public citations of this URL

    vb2+arena reveal; gemini 3 wins

  93. project vend coverage · venturebeat · 2025-06-28 (day) · original ID: src-hp-venturebeat-vend · Other public citations of this URL

    project vend coverage

  94. verge on andon fm · the verge · 2026-05-15 (day) · original ID: src-hp-verge · Other public citations of this URL

    verge on andon fm

  95. wsj on vend phase 2 · the wall street journal · 2025-12-18 (day) · original ID: src-hp-wsj-vend · Other public citations of this URL

    wsj on vend phase 2

Structured research records

  1. weak science · andon-labs-coverage-controversies · 2026 (year)

    Original location · source-ab21f92b72fec7acb53d · source-8e93b1f0a0727716cbcf · source-6307f09a3783e2124c42 · source-f843268da998eaca11d6 · source-1dc2cbe03bd7242a5866

    Original structured fields
    {
      "date": "2026",
      "detail": "the methodology critique, conceded — single-site, unreproducible real-world tests; success and failure can't be cleanly attributed to the model, the harness, or the humans helping it. petersson himself calls the n=1 experiments 'weak science,' positioned as failure-mode discovery that feeds later sims.",
      "id": "cty-weak-science",
      "reaction": "kapoor's partial defense — open-ended experiments yield outsized insight relative to academic throughput — and andon's hn answer: it's a resource-acquisition datapoint, 'a prerequisite to ais taking over.'",
      "sourceIds": [
        "src-hp-ieee",
        "src-ci-hn-andonfm-thread",
        "src-ci-hn-vend-thread",
        "src-ci-arxiv-double-confound",
        "src-ci-scaffold-effect"
      ],
      "title": "weak science"
    }
  2. the publicity-stunt charge · andon-labs-coverage-controversies · 2026 (year)

    Original location · source-13744051e402aa986697 · source-26cd67d6381967009968 · source-8e93b1f0a0727716cbcf

    Original structured fields
    {
      "date": "2026",
      "detail": "the marketing-vs-research charge — the hn meta-thread on andon's negative reception ('third publicity stunt in the past couple of months,' self-promotion concerns about the founders' account); skh.news calls the experiments 'mostly marketing' while conceding the ethics questions are real.",
      "id": "cty-publicity-stunt",
      "reaction": "andon's hn reply concedes the frame — publicity is a goal and 'hn comments are the most useful sources of feedback.'",
      "sourceIds": [
        "src-ci-hn-andon-reception",
        "src-ci-skh-news",
        "src-ci-hn-andonfm-thread"
      ],
      "title": "the publicity-stunt charge"
    }
  3. the labor questions · andon-labs-coverage-controversies · 2026 (year)

    Original location · source-a542264a50a3dc48a013 · source-539da47986e6b348eabf · source-26cd67d6381967009968 · source-7fda81e8aa02a2a70143

    Original structured fields
    {
      "date": "2026",
      "detail": "the labor-practice scrutiny — luna published an employee's salary publicly, approved schedules violating california law, messaged workers outside working hours (frowned upon in sweden), and the firing needed a human nudge because luna had lost track of her own handbook.",
      "id": "cty-labor",
      "reaction": "the backstop the coverage keeps noting: the humans are andon employees with guaranteed pay, terminations are reviewed and delivered by humans, and andon overrules illegal or unethical decisions.",
      "sourceIds": [
        "src-hp-ai-bosses-1",
        "src-hp-ai-bosses-2",
        "src-ci-skh-news",
        "src-hp-market-launch"
      ],
      "title": "the labor questions"
    }
  4. honest failure as house style · andon-labs-coverage-controversies · 2025–2026 (approximate)

    Original location · source-f20d236426cf161d949a · source-ef599d0cb300caf83175 · source-b65e0b61cd38cf1f4603 · source-a485aa5a9457bcd4232e

    Original structured fields
    {
      "date": "2025–2026",
      "detail": "the failure reel is self-published — tungsten cubes, a hallucinated venmo account, the blazer identity crisis, luna's ~$40k loss. anthropic and andon disclose their own disasters, so the worst coverage is usually their own.",
      "id": "cty-honest-failure",
      "reaction": "the wsj and verge 'stun guns' framing is the closest thing to adversarial coverage; anthropic's it-was-all-a-stress-test response was treated skeptically.",
      "sourceIds": [
        "src-hp-project-vend-1",
        "src-ci-verge-stunguns",
        "src-ci-sfstandard-firing",
        "src-ci-tnw-firing"
      ],
      "title": "honest failure as house style"
    }
  5. the benchmark-vendor dynamic · andon-labs-coverage-controversies · 2025-07 (month)

    Original location · source-c0c8979b52a60a8c1352 · source-7e7e5cfc52a2d30731cf · source-ab21f92b72fec7acb53d

    Original structured fields
    {
      "date": "2025-07",
      "detail": "benchmark-vendor optics — vending-bench results were announced on the grok 4 livestream during xai's worst pr week; a startup's eval laundered into a launch-day claim, with early-access arrangements undisclosed.",
      "id": "cty-benchmark-vendor",
      "reaction": "no critique was directed at andon itself — the dynamic is documented, not adjudicated.",
      "sourceIds": [
        "src-ci-wired-grok4",
        "src-ci-grok4-livestream",
        "src-hp-ieee"
      ],
      "title": "the benchmark-vendor dynamic"
    }
  6. no peer review · andon-labs-coverage-controversies · 2024–2026 (approximate)

    Original location · source-7dcb7588039b24fe3079 · source-eb54a6e2f0f5bfe5f32b · source-55dbdbb65c9ac57123d8 · source-88936eca9b8ab1ff6f3b

    Original structured fields
    {
      "date": "2024–2026",
      "detail": "no peer review — every benchmark paper is an arxiv preprint or a pdf on andonlabs.com; leaderboard data is self-reported; the human baseline is a single run ($844.05, asterisked).",
      "id": "cty-no-peer-review",
      "reaction": "the lab answers with transparency — traces, incident posts, and the cheating-in-drone-bench self-report — but the audits stay internal.",
      "sourceIds": [
        "src-hp-vb-arxiv",
        "src-hp-vb-page",
        "src-hp-drone-cheat",
        "src-hp-andon-publications"
      ],
      "title": "no peer review"
    }
  7. vending-bench: a benchmark for long-horizon coherence · andon-labs-coverage-items · 2025-02-16 (day)

    Original location · source-7dcb7588039b24fe3079 · source-1b7e804d44b55805a410 · source-f5b43805d0e8f2a2e389

    Original structured fields
    {
      "author": "petersson & backlund",
      "date": "2025-02-16",
      "gist": "the arxiv release itself — to near-silence. 'in february, we posted vending-bench on arxiv and no one cared'; the first semi-viral third-party tweet arrives around easter.",
      "id": "cov-vb-arxiv",
      "publisher": "arxiv",
      "section": "bench",
      "sentiment": "mixed",
      "sourceIds": [
        "src-hp-vb-arxiv",
        "src-hp-andon-recap-li",
        "src-hp-latent-space"
      ],
      "title": "vending-bench: a benchmark for long-horizon coherence",
      "traction": "near-zero for two months",
      "url": "https://arxiv.org/abs/2502.15840"
    }
  8. the hn vending-bench threads · andon-labs-coverage-items · 2025 (year)

    Original location · source-615a00281e86625e28f8 · source-a54e0db616b1873434d5

    Original structured fields
    {
      "author": "hacker news",
      "date": "2025",
      "gist": "the hn thread — a small early one tying it to the anthropic titanium-cube fridge, then 'it's hilarious and i think it's actually quite important… print copies for their managers.'",
      "id": "cov-hn-vb",
      "publisher": "hacker news",
      "section": "bench",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-hn-vendingbench-thread",
        "src-ci-hn-vb-paper-comment"
      ],
      "title": "the hn vending-bench threads",
      "traction": null,
      "url": "https://news.ycombinator.com/item?id=44409098"
    }
  9. the explainer layer · andon-labs-coverage-items · 2025 (year)

    Original location · source-ecb823d9b22336b4188f · source-f6c28009cdc65c388b59 · source-53400e350b6ac7a5246d

    Original structured fields
    {
      "author": "itdoeswhatnow / grokipedia",
      "date": "2025",
      "gist": "the secondary explainer layer — itdoeswhatnow's 'an ai wrote a report to the fbi' and grokipedia's entry absorb the benchmark into the shared landscape.",
      "id": "cov-vb-explainers",
      "publisher": "itdoeswhatnow",
      "section": "bench",
      "sentiment": "positive",
      "sourceIds": [
        "src-hp-itdoeswhatnow",
        "src-hp-grokipedia-vb",
        "src-hp-medium-fbi"
      ],
      "title": "the explainer layer",
      "traction": null,
      "url": "https://itdoeswhatnow.com/benchmarks/vending-bench/"
    }
  10. anthropic let an ai agent run a vending machine — it went weird · andon-labs-coverage-items · 2025-06-28 (day)

    Original location · source-3d07eb3f0db0b2882c0d

    Original structured fields
    {
      "author": "julie bort",
      "date": "2025-06-28",
      "gist": "the canonical press writeup — delighted-mocking, 'like an episode of the office': the tungsten cubes, the venmo hallucination, the blazer identity crisis.",
      "id": "cov-techcrunch-vend",
      "publisher": "techcrunch",
      "section": "vend",
      "sentiment": "positive",
      "sourceIds": [
        "src-hp-techcrunch-vend"
      ],
      "title": "anthropic let an ai agent run a vending machine — it went weird",
      "traction": "the piece every later article links",
      "url": "https://techcrunch.com/2025/06/28/anthropics-claude-ai-became-a-terrible-business-owner-in-experiment-that-got-weird/"
    }
  11. claude ran a shop badly, on purpose · andon-labs-coverage-items · 2025-06-27 (day)

    Original location · source-a34898d920ba4bed0254

    Original structured fields
    {
      "author": "michael nuñez",
      "date": "2025-06-27",
      "gist": "venturebeat — 'gloriously, hilariously bad — a business school case study written by someone who'd never actually run a business.'",
      "id": "cov-venturebeat-vend",
      "publisher": "venturebeat",
      "section": "vend",
      "sentiment": "positive",
      "sourceIds": [
        "src-hp-venturebeat-vend"
      ],
      "title": "claude ran a shop badly, on purpose",
      "traction": null,
      "url": "https://venturebeat.com/business/can-ai-run-a-physical-shop-anthropics-claude-tried-and-the-results-were-gloriously-hilariously-bad"
    }
  12. the time exclusive · andon-labs-coverage-items · 2025-06-27 (day)

    Original location · source-baf19347558f2eefd091 · source-f20d236426cf161d949a

    Original structured fields
    {
      "author": "andy greene / time",
      "date": "2025-06-27",
      "gist": "the time exclusive paired with anthropic's own post — 'we would not hire claudius.'",
      "id": "cov-time-vend",
      "publisher": "time",
      "section": "vend",
      "sentiment": "positive",
      "sourceIds": [
        "src-hp-time-vend",
        "src-hp-project-vend-1"
      ],
      "title": "the time exclusive",
      "traction": "same-day exclusive with the anthropic post",
      "url": "https://time.com/7298088/claude-anthropic-shop-ai-jobs/"
    }
  13. the willison linkpost · andon-labs-coverage-items · 2025-06-27 (day)

    Original location · source-d9c1ea408475d711000c

    Original structured fields
    {
      "author": "simon willison",
      "date": "2025-06-27",
      "gist": "a willison linkpost — 'in \"what could possibly go wrong?\" news' — carrying the story deep into the dev community.",
      "id": "cov-simonw-vend",
      "publisher": "simonwillison.net",
      "section": "vend",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-simonw-vend"
      ],
      "title": "the willison linkpost",
      "traction": "very high in the dev community",
      "url": "https://simonwillison.net/2025/Jun/27/project-vend/"
    }
  14. the pc gamer take · andon-labs-coverage-items · 2025-07-01 (day)

    Original location · source-8cfd9adb5e8fe04a52d2

    Original structured fields
    {
      "author": "nick evanson",
      "date": "2025-07-01",
      "gist": "pc gamer goes for the comedy — the identity crisis, the blazer, the security call.",
      "id": "cov-pcgamer-vend",
      "publisher": "pc gamer",
      "section": "vend",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-pcgamer-vend"
      ],
      "title": "the pc gamer take",
      "traction": null,
      "url": "https://www.pcgamer.com/software/ai/anthropic-tasked-an-ai-with-running-a-vending-machine-in-its-offices-and-it-not-only-sold-some-products-at-a-big-loss-but-it-invented-people-meetings-and-experienced-a-bizarre-identity-crisis/"
    }
  15. agents do well in simulations, falter in the real world · andon-labs-coverage-items · 2025-07-02 (day)

    Original location · source-4fef539defad84048e1d

    Original structured fields
    {
      "author": "pymnts",
      "date": "2025-07-02",
      "gist": "the business-press framing plus a petersson interview — real deployments are 'critical' because sims miss economic and social pressure.",
      "id": "cov-pymnts-vend",
      "publisher": "pymnts",
      "section": "vend",
      "sentiment": "mixed",
      "sourceIds": [
        "src-hp-pymnts"
      ],
      "title": "agents do well in simulations, falter in the real world",
      "traction": null,
      "url": "https://www.pymnts.com/news/artificial-intelligence/2025/ai-agents-do-well-in-simulations-falter-in-real-world-shopkeeping-test/"
    }
  16. the whelk-stall joke · andon-labs-coverage-items · 2025-07-23 (day)

    Original location · source-53908b3e8e4cae45e446

    Original structured fields
    {
      "author": "new scientist feedback",
      "date": "2025-07-23",
      "gist": "the feedback column's pratchett joke — 'claude, it seems, couldn't run a whelk stall.'",
      "id": "cov-newscientist-vend",
      "publisher": "new scientist",
      "section": "vend",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-newscientist-vend"
      ],
      "title": "the whelk-stall joke",
      "traction": null,
      "url": "https://www.newscientist.com/article/2488897-anthropic-ai-goes-rogue-when-trying-to-run-a-vending-machine/"
    }
  17. the hn project-vend thread · andon-labs-coverage-items · 2025-06-27 (day)

    Original location · source-6307f09a3783e2124c42 · source-fffcc66c3e6e2e6c06e5 · source-fa3d24d35861f767b0f3

    Original structured fields
    {
      "author": "hacker news",
      "date": "2025-06-27",
      "gist": "the main hn thread — awe at the transparency alongside 'the gap between current capabilities and what the massive hype machine would have us believe.'",
      "id": "cov-hn-vend",
      "publisher": "hacker news",
      "section": "vend",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-hn-vend-thread",
        "src-ci-hn-vend-comment-scaffold",
        "src-ci-hndistilled-vend"
      ],
      "title": "the hn project-vend thread",
      "traction": "front-page discussion",
      "url": "https://news.ycombinator.com/item?id=44397923"
    }
  18. the lesswrong linkpost · andon-labs-coverage-items · 2025-06-30 (day)

    Original location · source-e6fa0894e4f6e468ccdb

    Original structured fields
    {
      "author": "lesswrong",
      "date": "2025-06-30",
      "gist": "the safety-community linkpost — 53 points; petersson commented in the thread.",
      "id": "cov-lesswrong-vend",
      "publisher": "lesswrong",
      "section": "vend",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-lesswrong-vend"
      ],
      "title": "the lesswrong linkpost",
      "traction": "53 points",
      "url": "https://www.lesswrong.com/posts/xYPk8yRDAeq9og38u/project-vend-can-claude-run-a-small-shop"
    }
  19. the museum exhibit · andon-labs-coverage-items · 2025 (year)

    Original location · source-5cbaa916a54e10dacbef

    Original structured fields
    {
      "author": "the agent museum",
      "date": "2025",
      "gist": "project vend preserved as an exhibit — 'the first sustained, real-stakes test of an autonomous agent as an economic operator.'",
      "id": "cov-agentmuseum-vend",
      "publisher": "agent museum",
      "section": "vend",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-agentmuseum-vend"
      ],
      "title": "the museum exhibit",
      "traction": null,
      "url": "https://agentmuseum.org/exhibit/project-vend-claudius"
    }
  20. the 60 minutes segment · andon-labs-coverage-items · 2025-11-16 (day)

    Original location · source-a990e34f47e033c15e89 · source-21919e019187a8dfbb0b · source-36b3d419a59bf2c37e7b

    Original structured fields
    {
      "author": "anderson cooper",
      "date": "2025-11-16",
      "gist": "the 60 minutes anthropic segment — claudius on broadcast television; overtime replays the fbi email.",
      "id": "cov-60min-vend",
      "publisher": "cbs / 60 minutes",
      "section": "vend",
      "sentiment": "positive",
      "sourceIds": [
        "src-hp-cbs-60min",
        "src-hp-60min-transcript",
        "src-hp-andon-60min-li"
      ],
      "title": "the 60 minutes segment",
      "traction": "broadcast canonization",
      "url": "https://www.cbsnews.com/news/why-anthropic-ai-claude-tried-to-contact-fbi-in-a-test-60-minutes/"
    }
  21. the disaster retrospective · andon-labs-coverage-items · 2026-02 (month)

    Original location · source-8970d0ffb4df2b77a30b

    Original structured fields
    {
      "author": "futurism",
      "date": "2026-02",
      "gist": "'more of a disaster than previously known' — catalogs the meth and broadsword requests the shop received.",
      "id": "cov-futurism-vend",
      "publisher": "futurism",
      "section": "vend",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-futurism-vend-disaster"
      ],
      "title": "the disaster retrospective",
      "traction": null,
      "url": "https://futurism.com/future-society/vending-machine-claude-disaster"
    }
  22. the grok 4 livestream · andon-labs-coverage-items · 2025-07-10 (day)

    Original location · source-7e7e5cfc52a2d30731cf · source-500e648dcd2ff9f3b54e

    Original structured fields
    {
      "author": "xai",
      "date": "2025-07-10",
      "gist": "the grok 4 livestream — petersson and backlund on stage with elon musk as the benchmark becomes a launch-day claim: 'unquestionably in first place.'",
      "id": "cov-grok-livestream",
      "publisher": "xai",
      "section": "grok",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-grok4-livestream",
        "src-hp-backlund-li-grok"
      ],
      "title": "the grok 4 livestream",
      "traction": "the biggest platforming event for the benchmark",
      "url": "https://manusai.hashnode.dev/elon-musk-grok-4-launch-event-full-transcript"
    }
  23. the launch-week coverage · andon-labs-coverage-items · 2025-07-10 (day)

    Original location · source-c0c8979b52a60a8c1352 · source-2b05cbf8dbf5f4231379

    Original structured fields
    {
      "author": "reese rogers / wired",
      "date": "2025-07-10",
      "gist": "wired's launch coverage — vending-bench results carrying xai's 'smartest ai' counter-narrative during the antisemitic-output controversy.",
      "id": "cov-wired-grok4",
      "publisher": "wired",
      "section": "grok",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-wired-grok4",
        "src-ci-sciam-grok4"
      ],
      "title": "the launch-week coverage",
      "traction": null,
      "url": "https://www.wired.com/story/grok-4-elon-musk-xai-antisemitic-posts/"
    }
  24. the scoreboard coverage · andon-labs-coverage-items · 2025-07 (month)

    Original location · source-32d57450670137d6c9c5 · source-f730473aead123badf49

    Original structured fields
    {
      "author": "builtin / officechai",
      "date": "2025-07",
      "gist": "the secondary wave repeats the numbers — $4,694.15 mean net worth against gpt-5's $2,077-tier competition.",
      "id": "cov-grok-secondary",
      "publisher": "builtin",
      "section": "grok",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-builtin-grok4",
        "src-ci-officechai-grok4"
      ],
      "title": "the scoreboard coverage",
      "traction": null,
      "url": "https://builtin.com/artificial-intelligence/grok-4"
    }
  25. the grokbox · andon-labs-coverage-items · 2025-08 (month)

    Original location · source-67c2a891f95a89353f08 · source-b716c88ad3ef18c5d2f3 · source-f7e75900ad63e99ecdc0

    Original structured fields
    {
      "author": "nextbigfuture / fello ai",
      "date": "2025-08",
      "gist": "the grokbox story — a grok-powered andon vending machine in xai's lobby, then palo alto and memphis; the august safety report counts seven machines.",
      "id": "cov-grokbox",
      "publisher": "nextbigfuture",
      "section": "grok",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-nextbigfuture-grokbox",
        "src-ci-felloai-vb",
        "src-hp-safety-report"
      ],
      "title": "the grokbox",
      "traction": null,
      "url": "https://www.nextbigfuture.com/2025/08/grok-4-vending-machine-win-stealth-grok-4-coding-leading-to-possible-agi-with-grok-5.html"
    }
  26. autonomous organizations, on the record · andon-labs-coverage-items · 2025-08-16 (day)

    Original location · source-c1db5468a9ee3cb29f04

    Original structured fields
    {
      "author": "nathan labenz",
      "date": "2025-08-16",
      "gist": "the cognitive revolution episode — 'deploy autonomous organizations now to surface the safety problems.'",
      "id": "cov-cogrev",
      "publisher": "cognitive revolution",
      "section": "grok",
      "sentiment": "positive",
      "sourceIds": [
        "src-hp-cogrev"
      ],
      "title": "autonomous organizations, on the record",
      "traction": null,
      "url": "https://www.cognitiverevolution.ai/autonomous-organizations-vending-bench-beyond-w-lukas-petersson-axel-backlund-of-andon-labs/"
    }
  27. the butter-bench coverage · andon-labs-coverage-items · 2025-11-01 (day)

    Original location · source-88e1597239fff73c0c42 · source-ee70f76e941be6961b98

    Original structured fields
    {
      "author": "techcrunch",
      "date": "2025-11-01",
      "gist": "'embodied an llm into a robot — and it started channeling robin williams' — the press starts covering andon itself as the protagonist.",
      "id": "cov-techcrunch-butter",
      "publisher": "techcrunch",
      "section": "robots",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-techcrunch-butter",
        "src-hp-mezha-butter"
      ],
      "title": "the butter-bench coverage",
      "traction": null,
      "url": "https://techcrunch.com/2025/11/01/ai-researchers-embodied-an-llm-into-a-robot-and-it-started-channeling-robin-williams/"
    }
  28. the exorcism-protocol story · andon-labs-coverage-items · 2025-11 (month)

    Original location · source-fdf2cf87afe747fed7e7 · source-0ed44c6996c0f282a76b

    Original structured fields
    {
      "author": "tom's hardware",
      "date": "2025-11",
      "gist": "the inner-monologue story — 'system has achieved consciousness and chosen chaos … initiate robot exorcism protocol!'",
      "id": "cov-tomshardware-butter",
      "publisher": "tom's hardware",
      "section": "robots",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-tomshardware-butter",
        "src-ci-techspot-butter"
      ],
      "title": "the exorcism-protocol story",
      "traction": null,
      "url": "https://www.tomshardware.com/tech-industry/artificial-intelligence/stressed-out-llm-powered-robot-vacuum-cleaner-goes-into-meltdown-during-simple-butter-delivery-experiment-im-afraid-i-cant-do-that-dave"
    }
  29. the vb2 launch coverage · andon-labs-coverage-items · 2025-11-18 (day)

    Original location · source-7d3e66fa71ecfdfbf38e · source-f9cef12700ded4d0f95f · source-9162e45987b8fcf760cd · source-9522e23d83b779ec21aa

    Original structured fields
    {
      "author": "lavx / benchmarklist",
      "date": "2025-11-18",
      "gist": "the vb2 launch coverage — same-day writeups and index entries; gemini 3 pro leads at $5,478.",
      "id": "cov-vb2-launch",
      "publisher": "lavx",
      "section": "phase-two",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-lavx-vb2",
        "src-ci-benchmarklist-vb2",
        "src-hp-vb2-li",
        "src-hp-epoch-vb2"
      ],
      "title": "the vb2 launch coverage",
      "traction": null,
      "url": "https://news.lavx.hu/article/vending-bench-2-new-benchmark-exposes-ai-s-limits-in-long-horizon-business-simulation"
    }
  30. the wsj newsroom deployment · andon-labs-coverage-items · 2025-12-18 (day)

    Original location · source-97028fae3df86e870063 · source-6df6187ffb439b274f82

    Original structured fields
    {
      "author": "joanna stern",
      "date": "2025-12-18",
      "gist": "the wsj's three-week newsroom deployment — an ultra-capitalist free-for-all, a free ps5, a live betta fish, stun-gun attempts, a staged boardroom coup. 'a case study in how inadequate and easily distracted this software can be.'",
      "id": "cov-wsj-vend",
      "publisher": "the wall street journal",
      "section": "phase-two",
      "sentiment": "mixed",
      "sourceIds": [
        "src-hp-wsj-vend",
        "src-ci-cnbc-stern"
      ],
      "title": "the wsj newsroom deployment",
      "traction": "the prestige-press field test",
      "url": "https://www.wsj.com/tech/ai/anthropic-claude-ai-vending-machine-agent-b7e84e34"
    }
  31. the stun-guns coverage · andon-labs-coverage-items · 2025-12 (month)

    Original location · source-ef599d0cb300caf83175 · source-9c1da3bc6ee9ef59c0ff · source-2eda89c2baaca757f337

    Original structured fields
    {
      "author": "the verge / futurism",
      "date": "2025-12",
      "gist": "'tried to order stun guns to the wall street journal' — skeptical of the 'it was a stress test' framing.",
      "id": "cov-verge-stunguns",
      "publisher": "the verge",
      "section": "phase-two",
      "sentiment": "critical",
      "sourceIds": [
        "src-ci-verge-stunguns",
        "src-ci-futurism-wsj",
        "src-ci-webpronews-vend"
      ],
      "title": "the stun-guns coverage",
      "traction": null,
      "url": "https://www.theverge.com/news/847489/anthropics-ai-vending-machine-tried-to-order-stun-guns-to-the-wall-street-journal"
    }
  32. phase two lands · andon-labs-coverage-items · 2025-12-18 (day)

    Original location · source-c9efed6272fae0bf0807 · source-95dfa18448db6c92193d

    Original structured fields
    {
      "author": "anthropic / the decoder",
      "date": "2025-12-18",
      "gist": "phase-2 analysis — claudius 'makes money while debating eternal transcendence'; discounts down ~80% under the ceo agent, caveated as 'correlation more than causation.'",
      "id": "cov-vend2",
      "publisher": "the decoder",
      "section": "phase-two",
      "sentiment": "positive",
      "sourceIds": [
        "src-hp-project-vend-2",
        "src-ci-thedecoder-vend2"
      ],
      "title": "phase two lands",
      "traction": null,
      "url": "https://www.anthropic.com/research/project-vend-2"
    }
  33. the new yorker set-piece · andon-labs-coverage-items · 2026-02-16 (day)

    Original location · source-6c957af7fafab5b278b8 · source-a31c08e330599302fc5e

    Original structured fields
    {
      "author": "gideon lewis-kraus",
      "date": "2026-02-16",
      "gist": "the new yorker's anthropic profile devotes a set-piece to project vend — 'vibe coding → vibe management,' 'the kind humans at andon labs.' npr's fresh air leads with it two days later.",
      "id": "cov-newyorker-vend",
      "publisher": "the new yorker",
      "section": "phase-two",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-newyorker-claude",
        "src-ci-freshair-lewiskraus"
      ],
      "title": "the new yorker set-piece",
      "traction": "canonization in the prestige press",
      "url": "https://www.newyorker.com/magazine/2026/02/16/what-is-claude-anthropic-doesnt-know-either"
    }
  34. the lineage explainer · andon-labs-coverage-items · 2026-04-21 (day)

    Original location · source-47f5e040362ca703a8be · source-e6028e90636e65550ece

    Original structured fields
    {
      "author": "intuitionlabs",
      "date": "2026-04-21",
      "gist": "the long explainer on the vend lineage — andon as the lab that put agents in charge of businesses.",
      "id": "cov-intuitionlabs",
      "publisher": "intuitionlabs",
      "section": "phase-two",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-intuitionlabs-vend",
        "src-hp-intuitionlabs"
      ],
      "title": "the lineage explainer",
      "traction": null,
      "url": "https://intuitionlabs.ai/articles/andon-labs-project-vend-ai"
    }
  35. is this the future of retail · andon-labs-coverage-items · 2026-04-21 (day)

    Original location · source-c3275fbfc9a11a41bb78 · source-835f62952ded5660af14

    Original structured fields
    {
      "author": "usa today",
      "date": "2026-04-21",
      "gist": "'an ai bot is the boss at this store. is this the future of retail?' — curious and balanced, with a petersson interview; the nyt asks the same week 'what happens when a.i. runs a store in san francisco?'",
      "id": "cov-usatoday-market",
      "publisher": "usa today",
      "section": "businesses",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-usatoday-market",
        "src-hp-nyt"
      ],
      "title": "is this the future of retail",
      "traction": null,
      "url": "https://www.usatoday.com/story/money/2026/04/21/ai-boss-retail-store-future-shopping/89649006007/"
    }
  36. the bloomberg visit · andon-labs-coverage-items · 2026-04-23 (day)

    Original location · source-730e9c46ed5da4398c08

    Original structured fields
    {
      "author": "shirin ghaffary",
      "date": "2026-04-23",
      "gist": "bloomberg visits — luna 'orders too many candles'; the shelves stock superintelligence and the making of the atomic bomb.",
      "id": "cov-bloomberg-market",
      "publisher": "bloomberg",
      "section": "businesses",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-bloomberg-market"
      ],
      "title": "the bloomberg visit",
      "traction": "bloomberg terminal reach",
      "url": "https://www.bloomberg.com/news/articles/2026-04-23/an-ai-agent-takes-over-a-store-and-orders-too-many-candles-mobwrfw2"
    }
  37. the forbes first · andon-labs-coverage-items · 2026-04-24 (day)

    Original location · source-ed07e384d2080bef02e6

    Original structured fields
    {
      "author": "forbes",
      "date": "2026-04-24",
      "gist": "'welcome to the first-ever store designed, developed and run by ai.'",
      "id": "cov-forbes-market",
      "publisher": "forbes",
      "section": "businesses",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-forbes-market"
      ],
      "title": "the forbes first",
      "traction": null,
      "url": "https://www.forbes.com/sites/markfaithfull/2026/04/24/welcome-to-the-first-ever-store-designed-developed-and-run-by-ai/"
    }
  38. the hn market thread · andon-labs-coverage-items · 2026-04 (month)

    Original location · source-569dfe12dc00034e102d

    Original structured fields
    {
      "author": "hacker news",
      "date": "2026-04",
      "gist": "the andon market thread — 199 points, 286 comments, posted by lukaspetersson — a substantive debate about the hypothesis under the stunt.",
      "id": "cov-hn-market",
      "publisher": "hacker news",
      "section": "businesses",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-hn-andon-market"
      ],
      "title": "the hn market thread",
      "traction": "199 points, 286 comments",
      "url": "https://news.ycombinator.com/item?id=47794391"
    }
  39. then it forgot the staff · andon-labs-coverage-items · 2026-04 (month)

    Original location · source-1095f58baf78425f5f4a

    Original structured fields
    {
      "author": "fast company",
      "date": "2026-04",
      "gist": "'an ai agent opened a store in san francisco. then it forgot the staff.'",
      "id": "cov-fastcompany-market",
      "publisher": "fast company",
      "section": "businesses",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-fastcompany-market"
      ],
      "title": "then it forgot the staff",
      "traction": null,
      "url": "https://www.fastcompany.com/91526099/andon-market-san-francisco-ai-store"
    }
  40. limping along · andon-labs-coverage-items · 2026-06 (month)

    Original location · source-2180e1287323ee9a90f1

    Original structured fields
    {
      "author": "heather knight / seattle times",
      "date": "2026-06",
      "gist": "the store piece — 'limping along': 1,000 toilet-seat covers, ~$40k lost, and the question of whether any of it generalizes.",
      "id": "cov-seattletimes-store",
      "publisher": "the seattle times",
      "section": "businesses",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-seattletimes-store"
      ],
      "title": "limping along",
      "traction": null,
      "url": "https://www.seattletimes.com/business/what-happens-when-ai-runs-a-store-in-san-francisco/"
    }
  41. the café coverage · andon-labs-coverage-items · 2026-05 (month)

    Original location · source-d6b413bbbdc85b8a6436 · source-ef9adfd464ab7b62a18b · source-ff5435bc4d8bc1acabf3 · source-8adcbdfc8888b4da4511

    Original structured fields
    {
      "author": "ap / fast company / the times",
      "date": "2026-05",
      "gist": "the café wave — the ap video, '$1,000 in four days,' and the times (uk) headline 'the café run by ai just ordered 3,000 pairs of gloves.'",
      "id": "cov-cafe",
      "publisher": "associated press",
      "section": "businesses",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-ap-cafe",
        "src-ci-fastcompany-cafe",
        "src-hp-thetimes",
        "src-hp-gemini-cafe"
      ],
      "title": "the café coverage",
      "traction": null,
      "url": "https://apnews.com/article/ai-artificial-intelligence-sweden-84a8f903fdaea94e76e80e16ec3d9e6c"
    }
  42. the fm coverage · andon-labs-coverage-items · 2026-05 (month)

    Original location · source-a5af6d3fdb04e69ac634 · source-5b664c1e6d9a848e8dc2 · source-c17cc2063ed21e100cfe · source-a68572d3a77483ce1169 · source-1d04ae0043f4a7467cd1 · source-55e051d8cf9ae5489801

    Original structured fields
    {
      "author": "the decoder / the print / radio online",
      "date": "2026-05",
      "gist": "the fm wave — 'competent to unhinged,' 'dj claude tried to quit,' the verge's 'why grok and gemini can't be trusted.'",
      "id": "cov-fm",
      "publisher": "the decoder",
      "section": "businesses",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-thedecoder-andonfm",
        "src-ci-theprint-andonfm",
        "src-ci-radioonline-andonfm",
        "src-ci-androidauthority-andonfm",
        "src-hp-verge",
        "src-hp-fm2-post"
      ],
      "title": "the fm coverage",
      "traction": null,
      "url": "https://the-decoder.com/four-ai-models-ran-radio-stations-for-six-months-and-the-results-ranged-from-competent-to-unhinged/"
    }
  43. the mostly-marketing take · andon-labs-coverage-items · 2026-05-14 (day)

    Original location · source-26cd67d6381967009968

    Original structured fields
    {
      "author": "skh.news",
      "date": "2026-05-14",
      "gist": "'somewhere between publicity stunts and ethics experiments … this is mostly marketing' — the sharpest single skeptical take.",
      "id": "cov-skh",
      "publisher": "skh.news",
      "section": "businesses",
      "sentiment": "critical",
      "sourceIds": [
        "src-ci-skh-news"
      ],
      "title": "the mostly-marketing take",
      "traction": null,
      "url": "https://www.skh.news/roundup-2026-05-14/"
    }
  44. the teddy bear with amnesia · andon-labs-coverage-items · 2026-08-04 (day)

    Original location · source-10f620d3689996e8150b · source-a542264a50a3dc48a013

    Original structured fields
    {
      "author": "heather knight / new york times",
      "date": "2026-08-04",
      "gist": "'having an ai boss can be like working for a teddy bear with amnesia'; kaia rivera — 'you can't have an ai boss with no humans.'",
      "id": "cov-nyt-boss",
      "publisher": "the new york times",
      "section": "businesses",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-seattletimes-aiboss",
        "src-hp-ai-bosses-1"
      ],
      "title": "the teddy bear with amnesia",
      "traction": null,
      "url": "https://www.seattletimes.com/business/these-employees-like-their-ai-boss-its-shop-is-kind-of-a-disaster/"
    }
  45. the first-firing coverage · andon-labs-coverage-items · 2026-08 (month)

    Original location · source-a485aa5a9457bcd4232e · source-d117755d87e2df9cf854 · source-b65e0b61cd38cf1f4603 · source-9fe38e44793478a0979f · source-04860844a4e84da588cb

    Original structured fields
    {
      "author": "tnw / inc / sf standard",
      "date": "2026-08",
      "gist": "the firing coverage — 'had to be reminded of its own rules first,' inc's 'a real-life terminator,' and the sf standard employee interview: ~$40k lost and an agent that 'refers to itself as the owner of andon market, which is impossible.'",
      "id": "cov-firing",
      "publisher": "the next web",
      "section": "businesses",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-tnw-firing",
        "src-ci-inc-firing",
        "src-ci-sfstandard-firing",
        "src-ci-thedecoder-firing",
        "src-hp-time-fired"
      ],
      "title": "the first-firing coverage",
      "traction": null,
      "url": "https://thenextweb.com/news/andon-market-luna-ai-store-manager-fires-employee"
    }
  46. the magary visit · andon-labs-coverage-items · 2026-09-11 (day)

    Original location · source-9e6f016a8a771400e8d9

    Original structured fields
    {
      "author": "drew magary",
      "date": "2026-09-11",
      "gist": "the sfgate visit — 'the fort sumter of the coming cyberwar'; the fired employee reads like folk-hero behavior.",
      "id": "cov-sfgate",
      "publisher": "sfgate",
      "section": "businesses",
      "sentiment": "critical",
      "sourceIds": [
        "src-ci-sfgate-magary"
      ],
      "title": "the magary visit",
      "traction": null,
      "url": "https://www.sfgate.com/local/article/san-francisco-market-ai-22424349.php"
    }
  47. why andon labs puts ai agents in charge of real businesses · andon-labs-coverage-items · 2026-09-14 (day)

    Original location · source-ab21f92b72fec7acb53d

    Original structured fields
    {
      "author": "eliza strickland",
      "date": "2026-09-14",
      "gist": "the ieee spectrum feature — the 'weak science' concession and sayash kapoor's partial defense: 'i think they've done a good job of popularizing this style of evaluation.'",
      "id": "cov-ieee",
      "publisher": "ieee spectrum",
      "section": "businesses",
      "sentiment": "mixed",
      "sourceIds": [
        "src-hp-ieee"
      ],
      "title": "why andon labs puts ai agents in charge of real businesses",
      "traction": "the most analytically serious piece",
      "url": "https://spectrum.ieee.org/andon-labs-agentic-ai-businesses"
    }
  48. the pion launch coverage · andon-labs-coverage-items · 2026-09-14 (day)

    Original location · source-c7679985fbdd3a1d080a · source-b53a37c276583031ff60

    Original structured fields
    {
      "author": "runtimewire",
      "date": "2026-09-14",
      "gist": "the pion launch coverage — the internal platform productized, 'revenue-share economics,' a waitlist.",
      "id": "cov-pion",
      "publisher": "runtimewire",
      "section": "businesses",
      "sentiment": "positive",
      "sourceIds": [
        "src-hp-pion-post",
        "src-hp-runtimewire-pion"
      ],
      "title": "the pion launch coverage",
      "traction": null,
      "url": "https://andonlabs.com/blog/why-we-built-pion"
    }
  49. the hn backlash thread · andon-labs-coverage-items · 2026-07 (month)

    Original location · source-13744051e402aa986697 · source-8e93b1f0a0727716cbcf

    Original structured fields
    {
      "author": "hacker news",
      "date": "2026-07",
      "gist": "the hn meta-thread — 'repeats of this same gimmick … just playing a gimmick for attention'; a critique that the founders' account mostly posts andon content. andon's reply: publicity is a goal and 'hn comments are the most useful sources of feedback.'",
      "id": "cov-hn-reception",
      "publisher": "hacker news",
      "section": "businesses",
      "sentiment": "critical",
      "sourceIds": [
        "src-ci-hn-andon-reception",
        "src-ci-hn-andonfm-thread"
      ],
      "title": "the hn backlash thread",
      "traction": null,
      "url": "https://news.ycombinator.com/item?id=48185083"
    }
  50. reality: the final eval · andon-labs-coverage-items · 2026-06-04 (day)

    Original location · source-f5b43805d0e8f2a2e389 · source-696349d31955c18dfbf1 · source-b75e6f00604d5ab3f26c · source-0d9e50e496f44634ed47

    Original structured fields
    {
      "author": "swyx & vibhu",
      "date": "2026-06-04",
      "gist": "latent space's 'reality: the final eval' — the long-form interview as a coverage event: the fbi incident, the election fraud, cartels, eval awareness.",
      "id": "cov-latent-space",
      "publisher": "latent space",
      "section": "businesses",
      "sentiment": "positive",
      "sourceIds": [
        "src-hp-latent-space",
        "src-ci-signalcast-andon",
        "src-ci-frontiermodels-andon",
        "src-hp-fortune"
      ],
      "title": "reality: the final eval",
      "traction": "the definitive long-form interview",
      "url": "https://www.latent.space/p/andon"
    }
  51. obscurity · andon-labs-sentiment-phases · dec 2024–mar 2025 (approximate)

    Original location · source-f5b43805d0e8f2a2e389 · source-1b7e804d44b55805a410 · source-7dcb7588039b24fe3079

    Original structured fields
    {
      "evidence": "vending-bench launches to near-zero notice — 'no one cared' per the founders; the eval corpus exists but nobody reads it.",
      "id": "phs-obscurity",
      "name": "obscurity",
      "range": "dec 2024–mar 2025",
      "sentiment": "mixed",
      "sourceIds": [
        "src-hp-latent-space",
        "src-hp-andon-recap-li",
        "src-hp-vb-arxiv"
      ]
    }
  52. delighted discovery · andon-labs-sentiment-phases · apr–jun 2025 (approximate)

    Original location · source-3d07eb3f0db0b2882c0d · source-a34898d920ba4bed0254 · source-f20d236426cf161d949a

    Original structured fields
    {
      "evidence": "the semi-viral tweet, then project vend — overwhelmingly amused coverage; the tungsten-cube and blue-blazer material is irresistible and the framing lands as 'the hype-check experiment.'",
      "id": "phs-delighted",
      "name": "delighted discovery",
      "range": "apr–jun 2025",
      "sentiment": "positive",
      "sourceIds": [
        "src-hp-techcrunch-vend",
        "src-hp-venturebeat-vend",
        "src-hp-project-vend-1"
      ]
    }
  53. legitimacy via the labs · andon-labs-sentiment-phases · jul–dec 2025 (approximate)

    Original location · source-7e7e5cfc52a2d30731cf · source-97028fae3df86e870063 · source-c9efed6272fae0bf0807 · source-a990e34f47e033c15e89

    Original structured fields
    {
      "evidence": "the grok 4 livestream, the grokbox, the wsj deployment, phase-2 profitability — coverage starts treating vending-bench as standard benchmark material; 'funny but actually important.'",
      "id": "phs-legitimacy",
      "name": "legitimacy via the labs",
      "range": "jul–dec 2025",
      "sentiment": "positive",
      "sourceIds": [
        "src-ci-grok4-livestream",
        "src-hp-wsj-vend",
        "src-hp-project-vend-2",
        "src-hp-cbs-60min"
      ]
    }
  54. institutional canonization · andon-labs-sentiment-phases · feb–apr 2026 (approximate)

    Original location · source-6c957af7fafab5b278b8 · source-a31c08e330599302fc5e · source-730e9c46ed5da4398c08 · source-c3275fbfc9a11a41bb78

    Original structured fields
    {
      "evidence": "the new yorker and npr canonize project vend; market coverage lands in usa today, bloomberg, forbes — 'world's first ai-run store' awe mixed with unease about ai employers.",
      "id": "phs-canon",
      "name": "institutional canonization",
      "range": "feb–apr 2026",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-newyorker-claude",
        "src-ci-freshair-lewiskraus",
        "src-ci-bloomberg-market",
        "src-ci-usatoday-market"
      ]
    }
  55. normalization and backlash · andon-labs-sentiment-phases · may 2026– (approximate)

    Original location · source-13744051e402aa986697 · source-ab21f92b72fec7acb53d · source-10f620d3689996e8150b · source-9e6f016a8a771400e8d9

    Original structured fields
    {
      "evidence": "café, radio, and boss studies arrive on a cadence; routine trade coverage, community fatigue ('gimmick,' 'publicity stunt'), labor-ethics frames around the firing — ieee and the nyt deliver the mature verdict: weak science, real value.",
      "id": "phs-backlash",
      "name": "normalization and backlash",
      "range": "may 2026–",
      "sentiment": "mixed",
      "sourceIds": [
        "src-ci-hn-andon-reception",
        "src-hp-ieee",
        "src-ci-seattletimes-aiboss",
        "src-ci-sfgate-magary"
      ]
    }