Show HN: Movement-based captcha – temporal reasoning to foil AI vision (github.com)

1 points by betree ↗ HN
I built a proof-of-concept captcha that uses motion rather than distortion or object recognition. Solution characters move along a shared path with coordinated momentum; noise characters may follow shapes too but out of sync. You observe, identify the group by how it moves, type the code.

Rationale: static captchas are increasingly solved by vision models. Temporal reasoning over multiple frames is harder and more expensive for frame-by-frame AI analysis.

Client-side only, solution is visible in memory. Accessibility caveats apply (motion, vestibular, seizures).

Curious what the HN crowd thinks.

Demo: https://betree.github.io/movement-captcha

0 comments

[ 2.2 ms ] story [ 12.1 ms ] thread

No comments yet.