Active learning

Oracle Loop

a game that only asks you the genuinely hard cases.

AI safety

Cognitive task

Captured cognition the most label-efficient gold dataset possible — turn any classification problem into a game that asks humans exactly the questions worth asking

Local atlas

Cognition dashboard

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Commons loop

Recent signals

Cloudflare deployment

Workers, Durable Objects, Workers AI