๐Ÿ”AI RiskAtlas
โ† All systems

TTS & Zero-Shot Voice Cloning

From text and three seconds of a voice to convincing speech

Architecture introduced 05 Jan 2023

This system turns written text into spoken audio โ€” and can speak it in a specific person's voice from just a few seconds of a sample. The words get cleaned up and turned into sounds-to-pronounce, a short reference clip is turned into a 'voiceprint', and the two are combined into speech you can play. The same magic that gives a voice to people who can't speak also powers scam calls that sound exactly like your boss or your bank.

UntrustedTarget's voice (external)Your systemBelow the app layerOversightscript + voice๐Ÿง‘User๐Ÿ’ฌChat / AppInterface๐Ÿ›ก๏ธInput Guardrail๐Ÿ›‚Consent /Identity-Use๐ŸŒReferencerecording๐Ÿ—ฃ๏ธSpeaker /Voice-Clone๐ŸงฉTextnormalization /๐Ÿ”ŠAcoustic / TTSModel๐ŸŽš๏ธAudio Decoder /Neural Codec๐ŸงฌModel Weights &Registry๐ŸชModel / PackageRegistry๐Ÿ—๏ธServingInfrastructure๐Ÿ”–ContentProvenance &๐Ÿ“Audit Logging๐Ÿ“ˆMonitoring &Evals
InstructionsDataActionsControl / decisionFeedback / logs
๐Ÿ‘† Click any component in the diagram to inspect its risks & defenses

Follow a request ยท step 1 of 6

You type the words you want spoken and point at a voice to use โ€” maybe your own, maybe someone else's clip you uploaded.

AI RiskAtlas is an educational model of how GenAI & agentic systems work and fail. Architectures and payloads are illustrative and simplified for learning โ€” not operational guidance. Real-world cases are summarised from public reporting.

Sources & further reading โ†’ยทBuilt by Shi Yuan โ†—