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How AI is changing my work as a staff+ engineer

What's changing for staff+ engineers right now?
March 16, 2026

Estimated reading time: 7 minutes

Key takeaways:

  • Execution is no longer the bottleneck – verification is: AI agents shift staff+ engineers’ value from writing code to validating system behavior.
  • The spec becomes the product.
  • Staff+ engineers move from influence to activation.

The role of the staff+ engineer is shifting. A few weeks ago, I was pulled into a project I knew almost nothing about. A different domain, systems I’d never touched, and people I had never worked with. The kind of situation where you normally spend your first month just reading docs and asking many questions.

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