How We Taught 500 Non-Engineers to Use AI (Without Losing Our Minds)

AI adoption among non-engineers moves when training becomes a progression system with intake, tiers, live support, and proof of work. Start people with simple Q&A, graduate them through AI tutors and domain tools, then reserve automation and vibe coding for the teams ready to verify outputs. The costly failure mode is treating skepticism, confusion, and hallucinations as motivation problems instead of design problems.