matthoffner.com · lab notebook

Playful experiments, serious outcomes.

A small studio of software labs. This homepage updates daily with active bets, experiment notes, and what is actually changing.

Forge

Autonomous initiative execution for engineering teams.

Shipping operator-loop demos this week.

AI-native interface experiments that feel fast and human.

Polishing onboarding and interaction pacing.

Model + data feedback loops that improve products in public.

Publishing compact before/after improvement receipts.

Today's experiment · Sunday, Apr 19

Forge

Capture one new operator terminal walkthrough and share takeaways.

Daily rhythm

Morning: review signals and prune noise.

Midday: ship one visible update.

Evening: post a short status rollup and next bet.