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28 Mar 2026

What AI-first actually means for a team lead

It's not about the tools. It's about changing how your team thinks before writing code.

Everyone is AI-first now. The slide decks say so.

What I mean by it is different: the assumption that a model is in the room changes how you write a spec, not just how fast you write code. It changes what you put in a PR description. It changes what you bother to comment and what you don't.

That shift is cultural, not tooling. Here's how I've seen it land well — and badly.