Insights
People-first notes on workplace AI fluency for HR, L&D, and operations leaders. Not a prompt library — practical framing for daily team practice.
Your AI email looks perfect. That is the problem.
· Rafał Radziszewski
Polished AI drafts reduce verification. In workplace email and reports, that is exactly when mistakes reach customers — unless teams practice discernment daily.
Stop measuring AI fluency in workshop hours.
· Rafał Radziszewski
Completion certificates do not tell you who practiced verification this week. Here is a more honest measurement set for HR and L&D.
Your team has ChatGPT. That does not mean they are AI-fluent.
· Rafał Radziszewski
Access to AI tools is not fluency. Fluency shows up in how people direct, verify, iterate, and collaborate with AI in real work — under your organization’s rules.