The Adaptl blog
Product management, after AI writes the code
Notes on product lineage, synthetic personas and evidence-first review, from a team that builds its own product with AI agents.
The Staging Tax: what broken staging costs a team that ships with AI
Why shared staging fails when agents ship faster, and what replaces it.
Read the postYour product changed 40 times this week. Can you say how?
Why commit history fails PMs, and what a readable product timeline looks like.
Read the postEmpty preview environments lie
Why realistic personas, seeded through your app's own models, catch what screenshots miss.
Read the postHow to review AI-written changes without reading the diff
An evidence-first review loop for PMs: outcomes, journeys, pins.
Read the post