Designing a Low-Latency Voice AI Stack
A practical architecture view of SIP ingress, media handling, ASR, LLM orchestration, TTS and human handoff.
Read article →TEKTRIX BLOG
Ideas for building communications systems that work in production.
Technical perspectives on Voice AI, SIP, WebRTC, media architecture, observability, reliability and cloud communications.
Latest technical perspectives6 articles
SIP Edge Design for Modern Voice Platforms
What belongs at the SIP edge: routing, security, topology control, media anchoring and observability.
Read article →What to Measure in a Real-Time Communications Platform
A framework for signaling metrics, RTP quality, application latency, capacity and service-level objectives.
Read article →Connecting Browser Voice to SIP Infrastructure
Key decisions across WebRTC signaling, ICE, TURN, SRTP, gateways and backend integration.
Read article →Understanding End-to-End Turn Latency
Breaking down VAD, ASR, LLM TTFT, TTS and media-path latency for natural voice interactions.
Read article →Designing Voice Systems for Failure
Capacity headroom, health checks, retries, queues, multi-zone failure and graceful degradation.
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