A CAPTCHA based on 3D spatial recognition
3D spatial reasoning CAPTCHA — clever premise, but multimodal LLMs will crack this within 12 months.

Motor-control maze analysis targets LLMs where Turnstile and hCaptcha fail.
Web developers, security teams
Cloudflare Turnstile · hCaptcha · reCAPTCHA
3D spatial reasoning CAPTCHA — clever premise, but multimodal LLMs will crack this within 12 months.
Instead of warping text or asking image questions, this prototype makes the solution letters share a geometric motion signature while decoys move differently — you must watch temporal patterns to solve it. The GIFs and client-side demo make the idea immediately tangible, but it's clearly a proof‑of‑concept: the solution is exposed in memory (no server-side validation) and motion-based challenges create accessibility concerns.
Token budget obfuscation targeting LLMs when javascript-obfuscator exists.
Scheme macros for AI transparency when most languages hide compiler magic.
Deterministic challenge pipelines that bots solve in under a second, humans can't.
Clever inverse-CAPTCHA but it's mostly a novelty with unclear real-world security value.