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.
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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
- 2026 — weak science: 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. 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.' (sources: eliza strickland feature, yea what are they trying to test? + andons resource-acquisition reply, main hn thread on project vend, arxiv.org, harness-as-hidden-variable critique — context only)
- 2026 — the publicity-stunt charge: 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. reaction: andon's hn reply concedes the frame — publicity is a goal and 'hn comments are the most useful sources of feedback.' (sources: meta-thread: negative hn reception, somewhere between publicity stunts and ethics experiments, yea what are they trying to test? + andons resource-acquisition reply)
- 2026 — the labor questions: 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. 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. (sources: 4 months of ai managing 5 humans, firing/hiring analysis, somewhere between publicity stunts and ethics experiments, 3-yr lease 2102 union st)
- 2025–2026 — honest failure as house style: 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. 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. (sources: anthropic phase-1 write-up, skeptical stress test framing, employee interview, had to be reminded of its own rules)
- 2025-07 — the benchmark-vendor dynamic: 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. reaction: no critique was directed at andon itself — the dynamic is documented, not adjudicated. (sources: launch context: antisemitism controversy same week, andon founders on-stage, eliza strickland feature)
- 2024–2026 — no peer review: 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). reaction: the lab answers with transparency — traces, incident posts, and the cheating-in-drone-bench self-report — but the audits stay internal. (sources: vending-bench paper (submitted feb 21, deprecated vb1 page, cheating post, complete dated publications index)
sentiment eras
- dec 2024–mar 2025 — obscurity (mixed): vending-bench launches to near-zero notice — 'no one cared' per the founders; the eval corpus exists but nobody reads it. (sources: full transcript, project vend history recap, vending-bench paper (submitted feb 21)
- apr–jun 2025 — delighted discovery (positive): 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.' (sources: project vend coverage, project vend coverage, anthropic phase-1 write-up)
- jul–dec 2025 — legitimacy via the labs (positive): 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.' (sources: andon founders on-stage, wsj on vend phase 2, phase 2: sonnet 4, 60 minutes/overtime on claudius)
- feb–apr 2026 — institutional canonization (mixed): 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. (sources: lewis-kraus anthropic profile, npr fresh air, ghaffary visit, is this the future of retail?)
- may 2026– — normalization and backlash (mixed): 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. (sources: meta-thread: negative hn reception, eliza strickland feature, syndication of the knight piece, drew magary store visit)
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
- analytical exhibit · agentmuseum.org · undated (unknown) · original ID: src-ci-agentmuseum-vend · Other public citations of this URL
analytical exhibit; "economic operator" framing
- 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
- 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
- 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
- third-party indexing · benchmarklist.com · 2025-11-18 (day) · original ID: src-ci-benchmarklist-vb2 · Other public citations of this URL
third-party indexing
- 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"
- 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
- 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
- $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
- 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"
- 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
- 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
- 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
- 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
- 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
- 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"
- 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"
- 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
- 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
- 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
- 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"
- 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"
- 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
- 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
- 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
- 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"
- 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
- 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
- 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
- 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"
- 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
- 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
- $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
- 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
- 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
- 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
- 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
- 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
- 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"
- 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"
- 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
- 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
- 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
- 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
- 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
- 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
- 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"
- 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
- 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
- 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"
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- cheating post · andonlabs.com · 2026-08-05 (day) · original ID: src-hp-drone-cheat · Other public citations of this URL
cheating post
- 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
- 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
- fortune profile · fortune · 2026-06-02 (day) · original ID: src-hp-fortune · Other public citations of this URL
fortune profile
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- petersson interview · pymnts · 2025-07-02 (day) · original ID: src-hp-pymnts · Other public citations of this URL
petersson interview; founders as restockers
- pion trade coverage · runtimewire.com · 2026-09-14 (day) · original ID: src-hp-runtimewire-pion · Other public citations of this URL
pion trade coverage
- 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
- project vend coverage · techcrunch · 2025-06-28 (day) · original ID: src-hp-techcrunch-vend · Other public citations of this URL
project vend coverage
- 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
- 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
- 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
- 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)
- 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
- 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
- project vend coverage · venturebeat · 2025-06-28 (day) · original ID: src-hp-venturebeat-vend · Other public citations of this URL
project vend coverage
- 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
- 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
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" }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" }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" }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" }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" }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" }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" }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" }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/" }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/" }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" }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/" }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/" }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/" }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/" }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/" }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" }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" }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" }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/" }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" }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" }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/" }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" }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" }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/" }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/" }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" }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" }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" }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" }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" }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" }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" }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/" }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" }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/" }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" }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" }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/" }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" }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/" }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/" }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/" }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" }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" }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" }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" }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" }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" }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" ] }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" ] }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" ] }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" ] }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" ] }