Short, practical, from the work.
AI teams
A simple loop: record the result, test a change, and use what works.
Product decisions
Turn customer signals into changes worth making.
Use behaviour and conversations to decide what to test.
How to tell whether a system used what it learned.
Building
The jobs that still need an owner after the prototype.
Keep the reason, checks, cost and approval with every change.
Operations
Know what happens when something breaks after launch.
Less work connecting tools. More focus on the business.
