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The 2026 threat landscape: how AI changed cheating
Neuroxa Team ·
AI made cheating effortless. The same tools that changed how people work changed how people cheat.
Three attack patterns we see every week
Proxy test-takers with real-time face swaps. Impersonation used to require a lookalike. Now virtual cameras and live face-swap models let a paid expert sit an exam as someone else.
LLM answer feeding. A second device running an LLM turns any open-book moment into a perfect answer machine — no visible tab switch on the test device.
Coached live interviews. An off-camera helper whispers answers or types to a teleprompter. The candidate looks composed; the answers aren't theirs.
What actually works
No single signal proves integrity. Layered identity, environment, and behavior checks mean beating one control still trips the others.
See Neuroxa proctor a real session
Twenty minutes. One test link or one meeting link. Watch the AI flag what a human proctor would miss.