LangChain's new LangSmith feature provides tracing capabilities for voice agents built using Pipechat AI, Livekit, OpenAI Realtime, and Gemini App Live (Google ADK). This aims to prevent voice agents from becoming 'black boxes' in production environments, offering visibility into their operations.
Monitoring tools for agentic systems are now shipping, enabling better debugging and reliability for voice AI deployments.