01
Generation 1 controls vs generation 3 cheating
Classic proctoring watches for focus loss, copy-paste, extra faces, and phones. Overlay assistants render answers without leaving the interview surface. Audio copilots listen and coach without a visible second window. Earpiece-plus-phone workflows never touch the enrolled browser. Each generation made the previous control less sufficient.
- Gen 1: tab switch, notes, second person in room
- Gen 2: hidden ChatGPT windows and second monitors
- Gen 3: invisible overlays, audio pipelines, earpieces, open-source forks
02
What Cluely-class tools changed
Products marketed as undetectable meeting or interview assistants listen to audio, read on-screen context, and feed real-time answers through overlays that often stay off shared screens. Even when vendors rebrand toward “meeting notes,” hiring teams still face the same capability used against interviews and exams. Named detection pages help buyers find coverage; durable programs detect the pattern class.
03
Where webcam theater still helps-and where it fails
Webcam checks can still catch downward glances at a second phone, obvious coaching, or identity mismatches. They fail against calm candidates using overlays engineered for eye contact, or hardware channels entirely off the enrolled device. Use webcam as one signal among many-not the primary control.
