Forge
Autonomous initiative execution for engineering teams.
Open lab notebook ↗matt hoffner labs
Ideas under test.
A network of software labs exploring what ships, what sticks, and what creates real leverage. This homepage restyles daily as part of the operating rhythm.
Pixel Claw
AI-native interface experiments that feel fast and human.
Open lab notebook ↗Tuner
Data + model loops that compound product intelligence.
Open lab notebook ↗Today’s experiment · Saturday, Apr 4
Forge
Daily operator terminal snapshots inside onboarding demos.
Target: increase demo-to-pilot follow-up rate from 32% → 40%.
Today’s rhythm
Daily pass reviews Forge, Pixel Claw, and Tuner, then ships one visible update with a short status rollup.