Back to browse
Cerno – CAPTCHA that targets LLM reasoning, not human biology

Cerno – CAPTCHA that targets LLM reasoning, not human biology

by plawlost·Mar 31, 2026·12 points·21 comments

AI Analysis

●●●BangerZero to OneWizardryBold Bet

Motor-control maze analysis targets LLMs where Turnstile and hCaptcha fail.

Strengths
  • 12 behavioral features extracted from pointer events, 5 kept server-only.
  • ECDSA signature binding prevents token replay attacks.
  • Open-source TypeScript SDK with React and server components.
Weaknesses
  • Unproven at scale against determined bot operators.
  • Accessibility concerns for users with motor impairments.
Category
Target Audience

Web developers, security teams

Similar To

Cloudflare Turnstile · hCaptcha · reCAPTCHA

Similar Projects

Security●●Solid

Movement-based captcha – temporal reasoning to foil AI vision

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.

Big BrainBold Bet
betree
104mo ago
Security●●Solid

JavaScript Obfuscator

Token budget obfuscation targeting LLMs when javascript-obfuscator exists.

Big BrainBold Bet
bootbloopers
102mo ago