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A step-by-step technical guide to building real-time bidirectional voice AI applications using Amazon Nova Sonic, Strands BidiAgent, and Amazon Bedrock services. Covers audio streaming, tool execution during voice conversations, multi-agent orchestration with specialized agent delegation, RAG integration, safety controls, and state management with complete code examples