If "learn AI" advice has felt overwhelming and vague, you're not alone. The AI territory has already fragmented by role, and nobody is talking about that.




AI is moving fast. But the real problem isn't speed. It's that most advice treats every engineering role the same.

84% of developers are now using or planning to use AI coding tools....