Integration Request: Support for LiveKit (Real-time Voice & Avatar AI Agents) #3828
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LiveKit-style voice and avatar agents need a trace model that is more granular than ordinary chat observability. The critical path is not just prompt -> completion; it is VAD -> STT -> dialogue state -> retrieval/tools -> LLM -> TTS -> avatar/rendering -> client playback. For a LangWatch integration, I would model each live session as a parent trace with synchronized spans for:
Evaluation should also be multi-dimensional. Real-time agents can be factually correct but still poor if turn-taking is slow, interruptions are mishandled, the tone is inappropriate, or transcript confidence was low. It would help to expose metrics such as time-to-first-audio, end-to-end turn latency, transcript correction rate, interruption recovery, and safety escalation rate. Privacy defaults matter here. Raw audio/video should not be logged by default; transcript, timestamps, and redacted metadata are usually enough for most debugging and compliance workflows. |
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Hi LangWatch team! 👋
I'd like to request an integration with LiveKit, specifically focusing on their Agents Framework which is becoming heavily used for building real-time Voice and Avatar AI applications.
🌟 The Use Case
As developers build real-time voice and video AI agents (using WebRTC via LiveKit to stream audio/video to/from LLMs and rendering engines), observability becomes critical and uniquely challenging. We need to track:
🛠️ Proposed Integration
It would be incredibly powerful if LangWatch provided a drop-in tracer or plugin for the LiveKit Agents Python/Node SDK. This would allow developers to seamlessly log the STT (Speech-to-Text) inputs, the LLM reasoning/generation, the TTS (Text-to-Speech) outputs, and Avatar rendering outputs directly into the LangWatch dashboard as a single, unified trace.
🔗 Helpful Links
Given the massive surge in multimodal AI applications, having first-class observability for LiveKit in LangWatch would be a huge win for the community. Let me know if there's any specific information I can provide to help look into this!
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