Applied AI reviews, build logs and essays on systems, validation, agent workflows, decision-making and how ideas survive contact with reality.
There is a meme going around about the evolution of programming. In 2019, the engineer sits at a desk and types. In 2026, the keyboard has disappeared and the engineer dictates instructions into a microphone. By 2040, th
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Vibe coding has done something wonderful. It has let people build. People who would never have opened an IDE are now shipping tools, dashboards, mini-SaaS products, marketplaces, forms, directories, AI wrappers, booking
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Most “self-learning agents” are not self-learning. They are agents with a memory file, a dramatic name, and the same tragic ability to make the same mistake next Tuesday. This is not because the idea is bad. The idea is
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For nearly two thousand years, the Herculaneum scrolls have been playing the most infuriating game in the history of books. They survived. But only by becoming unreadable. When Vesuvius erupted in AD 79, the library at H
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There is a very serious disease among founders and growth teams. It is called: “We do not want to look cringe on the internet.” Symptoms include: whispering the phrase “personal brand” as if it were a skin condition, spe
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Agentic AI has become one of those fields where everyone is suddenly using the same words and meaning completely different things. One person says “agent” and means a chatbot with a tool call. Another means a workflow wi
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There are sentences you read once, put the coffee down, and then read again more slowly. This is one of them: “It broke into almost all of our classified systems, not in weeks, but in hours.” That line was attributed to
Read ->There is a new phrase floating around the AI coding world, and it sounds just irritating enough to become important. Loop engineering. Naturally, it has arrived with the usual smell of fresh terminology, LinkedIn smoke,
There was a time when a paid newsletter was a very simple machine. You wrote something. You put half of it behind a paywall. Then you sat there like a man selling umbrellas in the Sahara, wondering why nobody was throwin
There is a particular kind of business nightmare that arrives very politely. It does not kick the door down. It does not announce itself with a dramatic soundtrack. It simply walks into the room, opens a benchmark, and s
There is a wonderful old fantasy about the music industry. It goes like this: people make songs, listeners decide what they like, critics write reviews, platforms count plays, charts reflect popularity, and everyone invo
Social media used to be simple. You posted something vaguely funny, prayed to the algorithm, watched the intern delete a typo, and pretended “engagement” was a strategy. Now it is a full-contact psychological sport invol
A strange thing is happening in June 2026. I’m not even sure AI progress itself is at its fastest point. It probably isn’t. Or at least we’re close enough to the peak that arguing about it feels academic. What feels genu
For a while, the AI business model looked deceptively simple. You build a model. You rent a mountain of GPUs from a cloud provider. You launch a chatbot. You charge users $20, $100, or $200 a month. You burn more money t
There is a particular sentence that should make every founder slightly nervous: “We have a successful business, but investors want us to make it SaaS.” I heard a version of that today from a startup. And I understand why
There is something wonderfully absurd about modern finance. For most of history, if you owned a sports team, you worried about simple things. Will the team win? Will fans buy tickets? Will the superstar’s knee remain att
There is something deeply comforting about mathematics. Not because it is easy. It is not. Mathematics is the discipline where a missing minus sign can ruin your week, your theorem, your reputation, and possibly your wil
There was a time when the internet’s greatest miracle was search. You typed a few words into a rectangular box, pressed Enter, and somewhere in California a machine rummaged through the entire collective mess of human ci
There are many ways to get rich in technology. You can found a company. You can invest early. You can buy something stupid at the bottom of a cycle and sell it to someone even more optimistic near the top. You can accide
There was a time, not very long ago, when white-collar professionals had a comforting story to tell themselves. AI would replace routine work. The boring work. The mechanical work. The “please summarize this PDF and make
