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Curated tech Twitter/X posts on AI, startups, and product development—signal without the doomscroll, updated on weekdays.
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ChatGPT once made up six court cases, and two New York lawyers filed them with a real judge. They got fined $5,000. The fix for that kind of mess turned out to be almost dumb. You make a second, cheaper AI check the first one's homework before anything ships. Picture a teacher grading with the answer key. She can mark a calculus exam she couldn't have aced herself, because checking an answer is way easier than coming up with one. AI works the same way. The expensive model has to dig through…
It is becoming f*cking dangerous A 23-year-old dev from China just ran 300 Claude Code agents in parallel and hooked them to a verification layer so none of them could bullshit him He opens the live dashboard: - 300 agents writing and checking at the same time - Every output verified against the source in ~100 ms - Three passes over 100 company profiles → zero errors left - Everything dumped straight into an Obsidian vault The trick is the split: one model does the work, a cheaper one decides if the claim is actually true. The loop doesn’t stop until everything checks out An analyst team would bill weeks for this. He got it in one run Same kind of Second Brain + swarm setup that keeps circulating. Bookmark the full breakdown