matthoffner.com · lab notebook

Ideas under test, every day.

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.

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Pixel Claw

AI-native interface experiments that feel fast and human.

Polishing onboarding and interaction pacing.

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Tuner

Model + data feedback loops that improve products in public.

Publishing compact before/after improvement receipts.

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Today's experiment · Monday, Apr 20

Pixel Claw

Test one lighter first-run flow and compare completion quality.

Studio signal board

Playfulness · High

UI and copy should feel curious, not corporate.

Credibility · Proof-first

Every claim should tie to a visible experiment or artifact.

Cadence · Daily

One shipped update beats ten drafted ideas.

Daily rhythm

Morning: review signals and prune noise.
Midday: ship one visible update.
Evening: post a short status rollup and next bet.