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We tested the viral claude.md workflow across real production projects. Some rules made AI dramatically better. Some quietly broke projects. And one critical rule was completely missing. 🧵

Are you still a “Traditional” SWE? Or are you becoming an AI-Native SWE? We analyzed 100+ recent software engineering JDs. Here are the 6 skills separating future-proof developers from the rest 🧵

1/ Claude Code vs Codex is the wrong debate. The real question is: Where does each one fit in a developer workflow? After a few tests, the answer became obvious 👇

3 years ago "Forward Deployed Engineer" was a Palantir-only title. Today it's the most-requested role at every AI startup. Why it's trending, and where it's going 🧵

What do you think wins long term? Bigger context windows or better memory systems?

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