A developer built a CAPTCHA alternative that verifies humans by analyzing how users fill out forms—mouse movements, typing rhythm, button presses—rather than solving puzzles. An AI model called Jev interprets these behavioral signals to distinguish humans from bots, blocking test scripts and AI agents while allowing real users and accessibility tools through.
LOAN Protocol enables positive borrow APY on select markets where token rewards exceed interest costs, currently affecting XLM, HBAR, and XRP. Bittensor's RedTeam subnet 61, operated by UK cybersecurity firm Innerworks, uses decentralized mining to test and improve bot detection systems, achieving 99.5% performance against attacks that competitors detect at only 14.6% average.