Quackathon·June 28 – August 1, 2026·1000+ Devs

Self-improving software, powered by user intelligence.

Product-market fit is a loop.

Listen

Every user’s voice, captured in context on the real page.

Diagnose

Cluster the noise into the problems that actually matter.

Decide

Choose the change that moves you toward product-market fit.

Ship

Ship the fix, then tell the user who asked for it.

ListenEvery user’s voice, captured in context on the real page. DiagnoseCluster the noise into the problems that actually matter. DecideChoose the change that moves you toward product-market fit. ShipShip the fix, then tell the user who asked for it.

Your app, on autopilot.

Users talk right on the page. Fixes swim back to them, shipped. Your part: drop the duck in once — one line, one minute.

the hard part
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yes — that's the whole setup.

Build with the people you build for.

They already know what to fix next. Let them say it — the duck takes it from there.