Blog

Notes from calm

Engineering stories, founder evidence, and product voice.

August 6, 2026

Hard reset, same state

When an agent or the system dies, progress should survive — so you don’t pay tokens twice for the same work.

August 5, 2026

About 10× — saying the token number honestly

Founder testing showed about 10× token improvement. Here’s what that claim means — and what metering labels mean on screen.

August 1, 2026

Why JoyMux exists

Joy’s Mac kept giving up under agent load. The fix was control, calm, and context — not another machine.