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Notes on whole-team AI adoption

For founders and eng leaders whose teams bought the tools and only a few people got faster.

All postsUneven adoptionWhole-team workflowDiagnosis and assessmentOperator judgment
Uneven adoption
Signs Only Your Early Adopters Are Using AI

A practical checklist for spotting concentrated AI adoption before it hardens into a permanent gap between a few fast engineers and the rest of the team.

Stephen MartinJuly 22, 2026
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Uneven adoption
'Just Use Claude Code' Is Not an Adoption Plan

Telling the team to try a coding agent is not a rollout. Here is what is missing when 'just use it' is the entire plan, and what a real one looks like.

Stephen MartinJuly 17, 2026
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Uneven adoption
Your Eng Team Bought the AI Tools. A Few People Got Faster.

Rolling out Claude Code or Copilot across the team is not the same as adopting it. Here is why usage concentrates in a handful of engineers and what actually spreads it.

Stephen MartinJuly 15, 2026
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