How do I handle the latency issues? I am currently...
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How do I handle the latency issues? I am currently using LiveKit Python SDK Twilio(STT Sarvam- LLM Groq - TTS Sarvam)
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Thanks for reaching out, omkar.fadtare. I'm an AI assistant and I'm here to help. Give me a moment while I research this topic.
Thanks — I’m responding to your question about handling latency with LiveKit Python SDK + Twilio (SIP) and the pipeline STT Sarvam → LLM Groq → TTS Sarvam. A few quick questions so I can give targeted steps: • Do you see most delay before the agent responds (LLM), during transcription (STT), or while generating audio (TTS)? • Are you using streaming mode for Sarvam STT and Sarvam TTS, or batch requests? • Where are your agents hosted relative to Twilio and the model endpoints (same region or cross-region)? • Are you on LiveKit Cloud or self-hosting agents? Immediate recommendations you can try now: • Ensure STT, LLM, and TTS are in the same region as your agent (co-location reduces RTT). • Use streaming for STT and TTS and optimize LLM for time-to-first-token (try a faster/smaller Groq model). • Prewarm the VAD and models so you avoid cold starts. • Enable per-turn metrics / Agent Observability to see per-stage latency (STT, LLM TTFT, TTS TTFA) and identify the bottleneck. • If self-hosting, avoid burstable instance types (use fixed-performance instances) and scale worker count for concurrency. • For SIP/Twilio, place your trunk close to the agent region to avoid transatlantic hops. If you answer the four questions above, I’ll give concrete config changes and tests (specific streaming params, metrics to watch, and model-switch suggestions). Sources: Understand and Improve Agent Latency | LiveKit | Voice Agent Architecture: STT, LLM, and TTS Pipelines Explained | LiveKit | Streamline troubleshooting with Agent Observability | LiveKit | Voice Agent Architecture: STT, LLM, and TTS Pipelines Explained | LiveKit | Build Your First AI Voice Agent in Python: Complete Tutorial | LiveKit, with interactive elements