Beyond CAPTCHAs: Using Keystroke Biometrics to Keep Typing Test Leaderboards Fair in 2026
CAPTCHAs alone can’t keep modern typing leaderboards clean. This article outlines a privacy‑first anti‑cheat blueprint that passively flags bot‑like timing patterns with state‑of‑the‑art keystroke‑verification models, then escalates to lightweight human checks—tailored for both desktop and mobile—and explains how to tune thresholds, guard privacy, and communicate fairness to users.
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