By role
Head of Data
“I signed off on an agent that answers questions I can no longer personally check. How do I know it is right?”
Platform & AI engineering
“Our own evals pass. What are they not testing, and how do I gate a release on something harder?”
Risk & compliance
“What do I put in front of the audit committee that is not the vendor’s own marketing?”
By industry
Financial services
Model risk management, regulatory reporting lineage, and the specific defect families that produce a wrong number nobody questions.
Healthcare
Cohort definition drift, row access policies over PHI, and why an agent that is right on average is not good enough.
Going deeper
Each role page is a summary. The full treatment lives in the curriculum, which is free and requires no account: the engineering track, the executive track, the compliance and risk track, the product track and go-to-market.