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09/23/2025, 2:27 PMtall-airline-16756
09/23/2025, 2:27 PMtall-airline-16756
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09/23/2025, 2:31 PMmin_endpointing_delay parameter to cut down the delay after VAD detects silence. For instance, setting it to 0.2 seconds instead of the default 0.5 seconds can make a difference.
• Consider using advanced turn detection modes like realtime_llm for more precise detection of when turns end.
• If your STT provider supports it, enabling adaptive end-of-utterance detection can really help.
• Also, keeping the logic in the on_user_turn_completed callback minimal can prevent extra delays.
2. Reduce ttft:
• Opt for low-latency LLM providers and models, such as the optimized ones from OpenAI.
• Simplifying your prompts by cutting down unnecessary input tokens can speed things up.
• Implementing prompt caching to reuse tokens you've already computed is a great way to save time.
• Keep an eye on ttft with metrics APIs so you can spot and fix any bottlenecks.
3. Reduce ttfb:
• Pick TTS services that are optimized for low latency and enable streaming TTS output when possible.
• Using smaller audio chunk sizes, like 50ms during streaming, can improve responsiveness.
• Tracking ttfb via metrics APIs will help you fine-tune performance.
4. General Optimization:
• Deploy your agents in the same region as your LLM, STT, and TTS services to keep network latency low.
• Gather and monitor metrics across sessions to spot trends and optimize your setup.
• Consider integrating with external monitoring tools or using OpenTelemetry for deeper observability.
I hope these tips help boost your LiveKit agents' responsiveness and performance! If you'd like, I'm here to walk you through any of these steps or provide more details—just let me know. Sources: agents/src/metrics/utils.ts | Capturing metrics | LiveKit Docs | How can I reduce latency in voice agents using STT, TTS and LLM? | How does end-of-utterance detection work in conversations? | Agent Testing & Evaluation | livekit/livekit_composite | DeepWikicold-waiter-86140
09/23/2025, 2:34 PMtall-airline-16756
09/23/2025, 2:35 PMcold-waiter-86140
09/23/2025, 2:37 PMtall-airline-16756
09/23/2025, 2:37 PMcold-waiter-86140
09/23/2025, 2:37 PM