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Curated tech posts from X on AI, startups, and product development—signal without the doomscroll, updated on weekdays.
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jev is the best excuse you could possibly have to go re-read 12 factor agents. Tool calling itself can be decomposed into classify+action, if you learn to design ai programs as pipelines that switch breathlessly between classification, structuring data, deterministic code, AND small agent-shaped append-chat loops, then jev is a WONDERFUL building block https://hlyr.dev/12fa