matt hoffner labs

Build, test, learn, repeat.

A small studio building public software experiments. No funnel theater, just live prototypes, measured learnings, and daily iteration.

Today’s lens: playful, credible experiments over polished promises.

Live experiments update dailyNo pricing cards, just product pulseLabs over landing-page theater

Forge

Autonomous initiative execution for engineering teams.

Shipping faster operator loops this week.

Latest operator loop snapshots + experiments

AI-native interface experiments that feel fast and human.

Testing higher-intent onboarding moments.

Interaction riffs, onboarding tests, and pulse checks

Data + model loops that compound product intelligence.

Tightening proof signals from model updates.

Model improvement receipts tied to product behavior

Lab note of the day

Tuner

Compact model-improvement receipts tied to product behavior.

Daily rhythm

Every day: review Forge, Pixel Claw, Tuner, then ship one visible homepage change to keep the brand alive and honest.

This week's active bets

Forge: tighter operator trace summaries after each run.

Pixel Claw: reduce first-use friction with a lighter setup arc.

Tuner: publish one cleaner before/after model receipt.

Current growth experiment

Lab pulse board framing

Hypothesis: replacing outcome-selling copy with transparent pulse notes increases return visitors and direct exploration depth per session.