EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 06 · Lesson 16BuildPython1.3 h17 lessons in phase

Voice Anti-Spoofing & Audio Watermarking — ASVspoof 5, AudioSeal, WaveVerify

Voice cloning shipped faster than defenses. 2026 production voice systems need two things: a detector (AASIST, RawNet2) that classifies real vs fake speech, and a watermark (AudioSeal) that survives compression and editing. Ship both or do not ship voice cloning.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

Part of Phase 06Speech & Audio. Use the previous / next cards below to keep browsing the phase.