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Hacker News · Monday, August 3, 2026
The AI Productivity Gap

A new piece argues that AI productivity gains are real but narrow: a small number of people are getting dramatically faster, while many others see little difference or even more overhead. This matters because if your team just rolled out AI tools and declared victory, the scorecard is probably more uneven than leadership thinks.

Businesses with ugly AI menu redesigns

A blog post documenting restaurants that used AI to redesign their menus and made them genuinely worse went viral, pulling over 300 upvotes on Hacker News. It is a good reminder that 'AI can do this' and 'AI should do this' are two very different sentences, and real customers are already noticing the difference.

Advertise in ChatGPT

OpenAI has opened up an advertising platform, meaning the free version of ChatGPT may soon surface sponsored answers alongside your questions. If you have ever wondered why a free product this expensive to run exists, here is part of the answer, and it is worth thinking about how that changes what the tool is optimizing for.

Simon Willison · Sunday, July 19, 2026
AI Mania Is Eviscerating Global Decision-Making

Consultant Nik Suresh writes that the companies he works with are letting AI hype short-circuit normal decision-making, skipping research, rushing timelines, and dismissing caution as being 'anti-AI.' The concrete consequence is that real business decisions are getting worse, not better, because the tool became the goal.

Simon Willison · Monday, July 13, 2026
Fable gets another bump

Anthropic quietly pushed back the sunset date on one of its Claude plans, apparently responding to competitive pressure from a newer model. Upgrade schedules are starting to feel like phone carrier contracts, and it is worth keeping an eye on what you are actually locked into.

Simon Willison · Friday, July 10, 2026
The new GPT-5.6 family: Luna, Terra, Sol

The three GPT-5.6 sizes, Luna, Terra, and Sol, are priced very differently from each other, which means the model a company picks for their app will often come down to budget, not what is smartest. The next time an AI product feels a little dumber than you expected, cost is a reasonable guess.

Hacker News · Tuesday, July 7, 2026
GLM 5.2 and the coming AI margin collapse

A well-argued post is making the rounds about how cheap, capable models from China are squeezing the profit margins of every AI company. If the cost of intelligence keeps falling this fast, the business models that everyone built in 2023 are going to need a serious rethink, and that includes the price you pay for the tools you use at work.

Hacker News · Monday, July 6, 2026
When AI Costs More Than the Engineer

Think of it like a company car that costs more in gas and maintenance than the driver earns. A new analysis argues that by 2029, AI spending at many companies will exceed what they would have paid a human to do the same work, which means the ROI math that made AI a no-brainer is going to get a lot harder to defend.

Simon Willison · Saturday, July 4, 2026
Quoting Josh W. Comeau

Josh Comeau, a well-regarded web developer who sells online courses, says his latest launch sold about one-third of what a normal launch used to, and his existing courses are down too. He suspects AI tools are replacing the need people used to have for certain tutorials, which is a concrete signal for anyone who teaches, writes, or sells expertise online.

Hacker News · Thursday, July 2, 2026
Meta building cloud business to sell excess AI capacity

Meta is not just building AI for its own apps anymore. It wants to sell you the spare computing power underneath them, which means it is quietly becoming a cloud infrastructure company competing directly with Amazon and Google, and that changes who has leverage over the AI tools your company might buy next year.

Claude Science

Anthropic also launched Claude Science, a dedicated product aimed at research workflows, on the same day as Sonnet 5. Whether this becomes a genuine tool for scientists or mostly a branding move is worth watching, but it signals that AI labs are now competing on specialized audiences, not just raw capability.

Hacker News · Tuesday, June 30, 2026
Popping the GPU Bubble

Moondream, a small AI company, published a sharp argument that GPU prices are inflated by speculation and fear-of-missing-out procurement, not by actual demand. If they are right, the cost of building and running AI products could drop significantly over the next year or two, which changes the math for a lot of businesses.

Simon Willison · Sunday, June 28, 2026
Quoting Dean W. Ball

The argument here is that frontier model companies make most of their money in a short window right after a release, which creates pressure to ship fast and charge high. That cycle affects what gets built, what gets tested, and what lands on your screen.

Simon Willison · Thursday, June 18, 2026
Quoting Charity Majors

Engineering leader Charity Majors argued that 2025 flipped the economics of writing code: generating it got cheap and fast, so the hard part is now reading, judging, and maintaining what the AI produces. If your job involves software in any way, the skill that just got more valuable is not typing, it is knowing whether the output is any good.

Simon Willison · Sunday, June 14, 2026
Quoting Andrew Singleton

The McSweeney's joke about Jenny's crematorium is funny because it is accurate: a lot of AI investment is one company paying a second company, which then pays the first company back for compute. Understanding that loop helps you read any headline about billion-dollar AI deals with the right amount of skepticism.

CEOs who think AI replaces their employees are just bad CEOs

The Techdirt piece making the rounds argues that replacing employees with AI is a symptom of poor management, not smart strategy, because the hard part of most jobs is judgment and relationships, not the keystrokes. It is a useful counterweight to the replacement narrative that tends to flatten every nuance out of the conversation.

Simon Willison · Saturday, June 6, 2026
Quoting Emanuel Maiberg, 404 Media

Google employees are apparently sharing internal memes about their own AI products being bad, and a reporter caught it. When the people building the thing are the ones making jokes about it, that tells you something honest about where the technology actually stands right now.

Simon Willison · Wednesday, June 3, 2026
Uber Caps Usage of AI Tools Like Claude Code to Manage Costs

Uber started capping how much its engineers can use AI coding tools like Claude Code, because the bills got uncomfortably large. This is the part nobody puts in the press release: AI tools are genuinely useful, and genuinely expensive, and at some point the spreadsheet wins. It is a healthy reminder that 'transformative' and 'affordable' are two different questions.