Free Lesson

Debug the weird stuff your AI does (in less than 1 hour)

Part of The AI-Native Product Manager

45 min

Mar 17, 2026 1:00 PM

Virtual (Zoom)

In this video

What you'll learn

Actually look at what your AI is doing

We'll show you how to pull 20 examples that represent the full range of your product's behavior, not just the obvious.

Turn "vibes" into a vocabulary

We'll show you how to name your failures specifically so your team knows exactly what to build against.

Know what to fix first

You'll leave with a prioritized list of 3-5 issues ranked by how often they occur and how much they hurt the experience.

Why this topic matters

PMs are the bridge between what users need & what eng builds. When AI products fail, PMs often can't translate that intuition into fixable problems. Develop the sense that separates PMs who ship AI that works from those who ship AI that "kinda works." Marily saw 100+ AI failures at Google/Meta. Hamel has debugged AI systems across dozens of companies. We'll give you the process we actually use.