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Field notes2026

Writing

Notes on delivery systems, org design, and practical AI adoption in growing engineering teams — from the operator seat, not the analyst seat.

LatestMarch 2026

What 47 people taught us about AI coding agents

A five-week AI pilot with 47 volunteers across ten departments at a European scale-up. Six findings, with the numbers — including the ones that made me change my mind.

47volunteers
10departments
5weeks
150survey responses
What 47 people taught us about AI coding agents
  • AI adoption
  • Engineering ops
  • Field study
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