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Case Study

Real-Time Voice AI Integration

Real-Time Voice AI Integration

Category:

Speech AI, Real-Time Systems, & Architecture Engineering

Impact:

3 Months | <200ms Latency

Background

OpenAvatarChat is a real-time avatar interaction framework designed for synchronous audio processing and user engagement. The goal was to integrate Amazon's Nova Sonic voice AI to enable natural, low-latency conversational speech between avatars and users. The key challenge emerged from a fundamental architectural mismatch: Nova Sonic operates on asynchronous bidirectional streaming with persistent connections, while OpenAvatarChat processes audio synchronously in discrete cycles. A direct integration between these two paradigms risked deadlocks, latency spikes, and unstable connections, making a new system design essential.

Project Goals

  • Seamlessly integrate Amazon Nova Sonic with OpenAvatarChat for real-time voice interaction
  • Bridge asynchronous streaming (Nova Sonic) with synchronous cycles (OpenAvatarChat)
  • Maintain low latency, high throughput, and stable bidirectional communication
  • Preserve the architectural integrity of both systems
  • Achieve real-time, natural conversational flow between avatars and users

Our Approach

Architectural Decoupling & Process Isolation

Devised an isolation-based architecture to separate Nova Sonic's async streaming from OpenAvatarChat's synchronous cycles. Nova Sonic runs as a dedicated subprocess, maintaining its persistent async streaming session independently.

Inter-Process Communication (IPC)

Implemented lock-free queues for bidirectional communication between the two processes. Outgoing audio data from OpenAvatarChat is fed asynchronously to Nova Sonic. Nova Sonic streams back real-time synthesized voice responses through the IPC channel.

Asynchronous Streaming & Synchronization

Managed concurrency using non-blocking event loops, ensuring audio flows without buffering delays. Maintained synchronization between discrete audio frames and continuous Nova Sonic streams for smooth, real-time response generation.

System Validation

Stress-tested the integration under continuous, multi-turn conversations to validate latency stability, throughput efficiency, and fault recovery.

Key Results

  • Achieved seamless bidirectional audio streaming between Nova Sonic and OpenAvatarChat
  • Eliminated potential system deadlocks via process isolation and IPC
  • Maintained low-latency voice responses (<200ms) without architectural compromise
  • Enabled real-time avatar voice interaction powered by Amazon Nova Sonic
  • Preserved scalability and modularity for future voice model integrations

Technologies Used

Amazon Nova Sonic
OpenAvatarChat Framework
Python Multiprocessing & IPC
Python Multiprocessing & IPC
AsyncIO & Event Loops
Lock-Free Queues
AudioIO / Stream Buffers

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