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    AI as Normal Technology

    normaltech.ai · Publication · on HN since 2025

    Princeton researchers Arvind Narayanan and Sayash Kapoor write about AI as a normal technology, covering agent reliability, jobs and policy.

    Visit blogHN submissions
    AI & Machine LearningTech IndustryEconomics
    What HN says

    HN commenters cite it for the view that AI layoffs are partly AI-washing and that reliable AI agents are harder to build than claimed.

    Stats for nerds
    15HN people shared it
    14linked in comments
    16story points
    Jul 2026last shared
    2025people per year2026

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    What HN people wrote when they linked it

    • tuatoruSep 2025

      This all sounds like it has been covered in detail by the "AI as a Normal Technology"[1][2] guys (formerly AI Snake Oil - they decided they preferred to engage rather than just be snarky).

      Invention vs innovation vs diffusion - this is all well-known stuff.

      It's a completely different episteme than the one IABIED guys have ("If Anyone Builds It, Everyone Dies").

      I don't think there can be any meaningful dialogue between the two camps.

      1. Substack: https://www.normaltech.ai/ book: https://www.normaltech.ai/p/starting-reading-the-ai-snake-oil

      2. "Normal technology" like fire, metals, agriculture, writing, and electricity are normal technologies.

    • randomwalkerSep 2025

      Yes, we're aware! Fortunately our book is not a broad indictment of AI :) And none of our claims are premised on tasks people can do remaining out of reach for AI. More here: https://www.normaltech.ai/p/faq-about-the-book-and-our-writing

      Our more recent essay (and ongoing book project) "AI as Normal Technology" is about our vision of AI impacts over a longer timescale than "AI Snake Oil" looks at https://www.normaltech.ai/p/ai-as-normal-technology

      I would categorize our views as techno-optimist, but people understand that term in many different ways, so you be the judge.

    • vivzkestrelJul 2026

      - i really dont get why some of the guys go out of their way to hide the archive page https://www.normaltech.ai/archive

      - i would assume it is reasonable that anyone comes and see what other posts a person has written except you cant find that page anywhere linked

    • cootsnuckJun 2026

      Yup, precisely. Turns out getting AI to be reliable at doing useful things is harder than we've all been led to believe by the dominant narratives.

      https://www.normaltech.ai/p/new-paper-towards-a-science-of-ai

    • internet_pointsJun 2026

      https://www.normaltech.ai/i/201537309/the-stories-of-ai-driven-mass-layoffs-in-software-seem-to-be-classic-ai-washing suggests AI is used as an excuse rather than being a real reason.

    • aanetJul 2026

      From his keynote at ICML 2026

      More here https://www.normaltech.ai/p/what-will-be-left-for-us-to-work

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