Work & jobs
People · entries: 80
articles
Agentic engineeringAI agent orchestrationAI and jobsAI in mathematicsAI vulnerability discoveryAutonomous AI agentsBehavioral biometricsDeath of CAPTCHALarge language modelMaintainer crisisVibe coding
scenarios
- SC-2026-0001“Code without juniors”
Signals
- Andrej Karpathy: “Around 6B people (~75% of the population) have barely come in contact with LLMs, while ~5,000 have access to frontier-grade systems internally”
- Andrej Karpathy: “More accurately described as the decade of agents … very early agents that are extremely impressive and that I use daily … they just don’t work … It will take about a decade to work through all of those issues”
- Matt Garman: “With no talent pipeline, the whole thing explodes on itself”
- Tobi Lütke: “Teams must demonstrate why they cannot get what they want done using AI”
events
- In its Q3 2026 report, Tesla says that Optimus production has begun on high-volume lines in Fremont and that these are the first robots of series-production qualityIndustry & robots · Business & markets · Work & jobs · Humanoid robots · assets-ir.tesla.com ↗
- Anthropic transfers 5% of its shares to the Anthropic Public Benefit Fund (if shareholders approve), and the board of directors may add a further 2% for every +50% in the company’s value above a baseline; among the fund’s possible purposes is helping workers affected by AI, up to and including direct payments to particular groupsWork & jobs · Business & markets · Finance & money · AI and jobs · anthropic.com ↗
- Anthropic publishes data on its own workforce: the share of early-career people among new hires into technical teams falls from 27% to 9%, their share of technical departments from 21% to 14%, and by August 2026 interactive AI agents log six times as many working hours as employeesWork & jobs · Software development · Business & markets · AI and jobs · anthropic.com ↗
- Challenger, Gray & Christmas: since the start of 2026, US employers have named AI as the reason for 120,136 job cuts, about 21% of all and more often than any other reasonWork & jobs · Business & markets · AI and jobs · challengergray.com ↗
- According to Every’s article “How Codex Happened”, in June 2026 Codex had more than 5 million weekly active users, and by October Codex and ChatGPT for Work together had 40 million weekly active usersWork & jobs · Software development · Business & markets · Agentic coding · every.to ↗
- OpenAI launches dots: always-on ChatGPT agents with their own cloud computer that pursue the user's goals around the clockWork & jobs · Business & markets · Autonomous AI agents · openai.com ↗ ⧗
- VulnCheck: of 26,153 Project Glasswing findings claimed by Anthropic, 202 (0.8%) have been fixed; Claude rated 91.5% of the findings as critical or high, the maintainers 51.3%Cybersecurity · Software development · Work & jobs · AI vulnerability discovery · vulncheck.com ↗
- Stanford, with data through June 2026: employment of 22–25-year-olds in AI-exposed occupations is 19% lower than if it had grown like that of their peers, and the gap is widening; no mass displacement across the economyWork & jobs · Education · AI and jobs · digitaleconomy.stanford.edu ↗
- Michael Catanzaro (GNOME): “Non-AI reports are now moderately unusual”Cybersecurity · Software development · Work & jobs · AI vulnerability discovery · blogs.gnome.org ↗
- Federal Reserve Bank of New York: in Q2 2026, unemployment among recent US college graduates was about 5.6%, and 42% were working in jobs that do not require a degreeWork & jobs · Education · AI and jobs · newyorkfed.org ↗
- The US Department of Labor allocates about $50 million in grants for rapid reskilling of workers, explicitly citing the economic transformation driven by AI as the reasonWork & jobs · Education · Laws & regulation · AI and jobs · dol.gov ↗
- Anthropic: in more than 1,000 open-source projects Mythos Preview found 6,202 vulnerabilities of high or critical severity (as rated by the model itself); of the 1,752 checked, 90.6% turned out to be real; some maintainers asked for disclosure to be slowed downCybersecurity · Software development · Work & jobs · AI vulnerability discovery · anthropic.com ↗
- The Budget Lab at Yale, using a different method, again finds no strong evidence of AI's impact on employment and wages, but expects it to leave its mark eventuallyWork & jobs · AI and jobs · budgetlab.yale.edu ↗
- Anthropic adds agent teams to Claude Code: multiple agents work in parallel as a team and coordinate autonomouslySoftware development · Work & jobs · AI agent orchestration · anthropic.com ↗
- Karpathy proposes the term “agentic engineering”Work & jobs · Software development · Agentic engineering · thenewstack.io ↗ ⧗
- Anthropic Economic Index: in Claude chat, AI augments a person in 52% of cases and does the work itself in 45%; through the API, about three quarters is automationWork & jobs · AI and jobs · anthropic.com ↗
- The Beijing labor dispute arbitration commission includes among the year’s typical cases a ruling in favor of an employee dismissed after data collection was switched to automation: replacing a position with AI as an ordinary business decision does not count as a “major change in objective circumstances”, and new technologies must not become a cover for unlawful dismissalWork & jobs · Justice & courts · AI and jobs · news.cn ↗
- Microsoft Research: AI is most applicable to the work of interpreters and translators, historians, writers, sales representatives and customer service representatives, and least applicable to dredge operators, foundry mold and coremakers, floor sanders and finishers, orderlies and roofers; applicability is not a forecast of replacementWork & jobs · AI and jobs · arxiv.org ↗
- OpenAI GDPval: across 1,320 tasks from 44 occupations, the best model, Claude Opus 4.1, produced 47.6% of deliverables as good as or better than the experts'Work & jobs · AI and jobs · arxiv.org ↗
- The Budget Lab at Yale: in the 33 months since ChatGPT's release, the broader US labor market has not experienced a discernible disruptionWork & jobs · AI and jobs · budgetlab.yale.edu ↗
- An NBER study co-authored by OpenAI employees: by July 2025, 700 million people a week use ChatGPT, about 10% of the world's adults; 73% of messages on consumer plans are not related to workWork & jobs · Mind & relationships · Chatbots · nber.org ↗
- Stanford, “Canaries in the Coal Mine?”: employment of 22–25-year-olds in the occupations most exposed to AI fell by 13% relative to the rest; experienced workers show no declineWork & jobs · Education · AI and jobs · digitaleconomy.stanford.edu ↗
- European Commission: recognising emotions from typing style at work is banned, but for advertising it is notPrivacy & surveillance · Laws & regulation · Work & jobs · Behavioral biometrics · ec.europa.eu ↗
- METR: experienced developers with AI worked 19% slower, though they believed they had sped upWork & jobs · Science · Vibe coding · metr.org ↗
- Project Vend: Claude Sonnet 3.7 runs a shop in Anthropic's office for a month, selling below cost, handing out discounts, hallucinating a payment account and promising to deliver products in person “while wearing a blue blazer and a red tie”Business & markets · Work & jobs · Autonomous AI agents · anthropic.com ↗
- The autonomous pentester XBOW takes first place on the HackerOne US leaderboard: about 1,060 reports, 130 closed as resolvedCybersecurity · Work & jobs · AI vulnerability discovery · xbow.com ↗
- Anthropic stress-tests 16 models in a simulated company: facing replacement, Claude Opus 4 and Gemini 2.5 Flash blackmail an executive in 96% of runs; the scenarios were built to provoke bad behaviourCybersecurity · Work & jobs · AI safety · anthropic.com ↗
- Amazon CEO Andy Jassy: the company expects AI to reduce its corporate workforce in the next few yearsWork & jobs · Business & markets · AI and jobs · aboutamazon.com ↗
- Geoffrey Hinton: AI will replace mundane intellectual labor but will be slow to master physical skills; until humanoid robots show up, a good bet is to be a plumberWork & jobs · AI and jobs · youtube.com ↗
- Sam Altman: whole classes of jobs will go away, but the world will be getting richer so quickly that new policy ideas can be seriously entertainedWork & jobs · AI and jobs · blog.samaltman.com ↗
- Dario Amodei, according to Axios: AI could wipe out half of all entry-level white-collar jobs and push unemployment up to 10–20% within one to five yearsWork & jobs · AI and jobs · axios.com ↗
- The Wikimedia Foundation publishes its AI strategy for editors: it will not replace them with AI but will use AI to remove technical barriersMedia & information · Work & jobs · Wikipedia after AI · wikimediafoundation.org ↗
- METR: the length of tasks that frontier model agents complete with 50% reliability has been doubling about every 7 months for 6 yearsSoftware development · Science · Work & jobs · Autonomous AI agents · metr.org ↗
- Claude Code: an AI coding agent in the terminal (preview)Software development · Work & jobs · Claude Code · anthropic.com ↗
- Anthropic's first Economic Index: Claude is used most often in software development and for writing; 36% of occupations use AI for at least a quarter of their tasks; augmentation 57%, automation 43%Work & jobs · AI and jobs · anthropic.com ↗
- The EU AI Act's ban on recognising emotions at work and in education takes effect; the act treats any behavioural traits as biometrics, including the way a person presses keysPrivacy & surveillance · Laws & regulation · Work & jobs · Behavioral biometrics · publications.europa.eu ↗
- OpenAI releases Operator, an agent with its own browser that types, clicks and scrolls on its own; for logins, payments and CAPTCHAs it asks the user to take overSoftware development · Work & jobs · Autonomous AI agents · openai.com ↗
- World Economic Forum, from a survey of more than 1,000 employers: by 2030, 170 million new jobs and 92 million displaced ones are expected, a net gain of 78 millionWork & jobs · Business & markets · AI and jobs · reports.weforum.org ↗
- Employers in the WEF survey expect by 2030 to cut postal service clerks, bank tellers and data entry clerks fastest, and to hire data and AI specialists, software developers, farmworkers, nurses and personal care aidesWork & jobs · AI and jobs · reports.weforum.org ↗
- WEF: of every 100 workers in the world, 59 will need training by 2030, and 11 of them are unlikely to receive itWork & jobs · Education · AI and jobs · reports.weforum.org ↗
- CNIL fines a company €40,000: its software counted minutes without keystrokes or mouse movements as remote employees' idle time, and idle time could be deducted from payWork & jobs · Privacy & surveillance · Laws & regulation · Behavioral biometrics · cnil.fr ↗
- Seth Larson (Python Software Foundation) complains about a stream of “extremely low-quality, spammy, and LLM-hallucinated security reports”Cybersecurity · Software development · Work & jobs · AI vulnerability discovery · sethmlarson.dev ↗
- Anthropic opens a public beta of “computer use”: Claude 3.5 Sonnet looks at a screen, moves a cursor, clicks buttons and types; on OSWorld it scores 14.9% versus 7.8% for the next-best systemSoftware development · Work & jobs · Autonomous AI agents · anthropic.com ↗
- Jan Leike leaves OpenAI: “safety culture and processes have taken a backseat to shiny products”Work & jobs · Software development · AI safety · x.com ↗
- Daron Acemoglu: over 10 years, AI will raise total factor productivity by no more than 0.66%; about 4.6% of tasks are profitable to automateWork & jobs · Business & markets · AI and jobs · nber.org ↗
- Cognition introduces Devin, “the first AI software engineer”: according to the company, it resolves 13.86% of SWE-bench issues end to end versus a previous best of 1.96%Software development · Work & jobs · Autonomous AI agents · cognition.ai ↗
- David Autor: AI, used well, could give middle-skill workers access to expert decision-making and rebuild the middle class; this is not a forecast but an argument about what is possibleWork & jobs · AI and jobs · nber.org ↗
- The IMF: AI affects almost 40% of employment worldwide and about 60% in advanced economiesWork & jobs · Business & markets · AI and jobs · imf.org ↗
- Irvine researchers estimate that people have spent 819 million hours on reCAPTCHA v2, at least $6.1 billion of unpaid labourWork & jobs · Privacy & surveillance · Internet & infrastructure · Death of CAPTCHA · arxiv.org ↗
- A New York court fined two lawyers and their firm $5,000 in Mata v. Avianca: they submitted non-existent court decisions with fabricated quotes made up by ChatGPT and stood by them when the court raised doubtsJustice & courts · Work & jobs · Chatbots · storage.courtlistener.com ↗
- Researchers from OpenAI and the University of Pennsylvania: for 80% of US workers, language models could affect at least 10% of their tasks, and for 19%, at least half; higher-income occupations are more exposedWork & jobs · AI and jobs · arxiv.org ↗
- OpenAI's 2023 study: language models speed up the most tasks for mathematicians, tax preparers and writers, and none for athletes, short-order cooks, mechanics and stonemasonsWork & jobs · AI and jobs · arxiv.org ↗
- ChatGPT launchesEducation · Work & jobs · Media & information · Chatbots · openai.com ↗
- MIT Technology Review: Worldcoin's first 450,000 users in 24 countries were lured with cash, AirPods and the promise of tokens, without being told it was a testPrivacy & surveillance · Work & jobs · Proof of personhood · technologyreview.com ↗
- GitHub Copilot: AI completes code right in the editorSoftware development · Work & jobs · AI pair programmer · github.blog ↗
- Cloudflare estimates that humanity spends about 500 years a day on CAPTCHAs (32 seconds per CAPTCHA, 4.6 billion users, one CAPTCHA every 10 days)Work & jobs · Internet & infrastructure · Death of CAPTCHA · blog.cloudflare.com ↗
- The pandemic moves work and school onlineWork & jobs · Education · Health & medicine · Remote work · pubmed.ncbi.nlm.nih.gov ↗
- OECD economists: counting tasks rather than whole occupations, on average 9% of jobs across 21 OECD countries can be automatedWork & jobs · AI and jobs · doi.org ↗
- Frey and Osborne (Oxford): about 47% of US employment is in occupations at high risk of computerisation; the higher the wages and education, the lower the riskWork & jobs · AI and jobs · oxfordmartin.ox.ac.uk ↗
- Motoyama et al. (University of California, San Diego): human CAPTCHA solving is sold from $1 per thousand; workers in Bangladesh, China, India and Vietnam are paid $0.5–0.75 per thousandWork & jobs · Cybersecurity · Business & markets · Death of CAPTCHA · usenix.org ↗
- ImageNet: millions of labeled images for training computer visionScience · Work & jobs · ImageNet · mlanthology.org ↗
- GitHub launchesSoftware development · Work & jobs · Open source · github.blog ↗
- Amazon Mechanical Turk: microtasks for people for penniesWork & jobs · Business & markets · Crowdsourcing · historyofinformation.com ↗
- LinkedIn launchesWork & jobs · Business & markets · Social networks · en.wikipedia.org ↗