Calibration

The Overconfidence Arcade

Cloudflare-native cognition capture app

AI safety

Cognitive task

Captured cognition calibration error, illusion of explanatory depth, domain-specific overconfidence, and learning after feedback

Local atlas

Cognition dashboard

0signals

0public

0avg confidence

0msmedian latency

Submit a signal to see the first reflection.

Commons loop

Recent signals

Cloudflare deployment

Pages for games, Workers for scoring, D1 for trials, Analytics Engine for calibration dashboards, KV for question packs, and Workers AI for generating safe trivia variants