AI isn’t “just another feature.” It changes how users behave, how feedback loops form, and what success even means.

That’s why traditional product intuition isn’t enough anymore.

Here’s the mental model I share in the episode — the SENSE Framework:

S — System over feature: map the full system, not just the UI

E — Error budgets: define what failure is acceptable (and where it’s not)

N — Novel feedback loops: your launch will change user behavior and future data

S — Signals + scaffolding: instrument learning signals + guardrails, don’t “pray for accuracy”

E — Evaluation in reality: offline + online + human audits + risk checks

This ep ...