AI Adoption Is a Habit-Change Problem, Not a Technical One — Concrete Tactics From Engineering Leaders
Summary
Community consensus: pick exemplars/AI champions to teach peers rather than top-down mandates; weekly 'what I did with AI' demo slots where simple demos land better than flashy ones; remove usage caps initially to encourage experimentation; make explicit what should stay human vs. be automated by co-designing with the team; treat 'will this replace us' fears directly. One contributor notes the shift takes ~6 months.
Why this signal
A directly actionable, bottom-up adoption playbook matching Neo's confirmed calibration on cross-functional AI culture patterns — several of these tactics (demo slots, exemplar champions) could be piloted at Thomas Engineering specifically.
Original email
Lennys Newsletter · 9/5/2026
Community Wisdom: Driving AI adoption when habits are the bottleneck, leveling up from APM to a mid-level PM role