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Engineering intelligence,
not noise.

Thinking on AI-native engineering, startup velocity, and how great small teams actually ship.

May 14, 2026
AI engineeringhiring

What AI-Native Engineering Actually Looks Like (And Why It's Not Vibe-Coding)

There's a fear circulating in founder circles right now. You've heard about vibe-coding. Here's what actually separates an AI-native engineer from a vibe-coder — and why the distinction matters.

by Dmitry · CEO, Exit Code