Ran a three-day GenAI workshop that lifted confidence 69%
An engineering team's leaders invited me to Plymouth, Minnesota, for three days of hands-on GenAI work; the team's confidence in using AI rose from 4.5 to 7.6 out of 10.
- AI
- Teaching
4.5 to 7.6
self-rated AI confidence out of 10
What would have happened
The team would keep using AI tentatively, as a chatbot.
The call
Teach hands-on, with exercises, and make sure no one is left behind.
What I did
Taught prompt and context engineering, spec-driven development and AI for requirements, and measured confidence before and after.
What changed
Measured confidence rose 69%, and the team reported a significant rise in Copilot use after the training.
Proof

Sessions
- GenAI workshop day 318 December 2025
- GenAI workshop day 2: prompt engineering, dev and test exploration17 December 2025
