Migrating a text agent to a voice assistant with Amazon Nova 2 Sonic
Machine Learning Blog
This article explains how to migrate text-based agents to voice assistants using Amazon Nova 2 Sonic, highlighting key architectural and design differences.
- Text agents deliver formatted paragraphs; voice agents require concise, conversational responses with confirmation loops
- Voice agents demand ultra-low latency (hundreds of milliseconds); text agents tolerate mid-latency with loading indicators
- Voice requires bidirectional streaming and turn-taking with interruption support; text uses stateless request-response
- Client applications need refactoring from REST to WebSocket/WebRTC for persistent bidirectional connections
- Orchestrators can reuse system prompts and tools; Nova 2 Sonic unifies ASR, reasoning, and TTS in one model
- Sub-agents need tuning: shorter responses, faster models, reduced verbosity, and filler messages during processing
- Most migration changes involve prompt adaptation and configuration rather than architectural rewrites
Migration requires rethinking interaction design, latency budgets, and response structure—not just adding voice to existing text logic.
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