Tagged articles

Turn Detection

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Weekly Large Model Application
Weekly Large Model Application
Aug 10, 2026 · Artificial Intelligence

LiveKit Turn Detector v1.0 Beats Deepgram Flux and Makes Turn Detection Measurable

LiveKit’s Turn Detector v1.0 replaces the traditional text‑only pipeline with a dual‑branch audio‑semantic architecture, achieving a 9.9% error rate at 300 ms latency—outperforming Deepgram Flux’s 12.9%—and releases an open‑source benchmark (eot‑bench) that turns end‑of‑turn detection into a reproducible engineering problem.

Audio ModelingDeepgram FluxLLM Fusion
0 likes · 11 min read
LiveKit Turn Detector v1.0 Beats Deepgram Flux and Makes Turn Detection Measurable
Weekly Large Model Application
Weekly Large Model Application
Jul 21, 2026 · Artificial Intelligence

From VAD to Flux: Built‑in End‑of‑Turn Eliminates Latency vs Interruption Trade‑off

Real‑time voice agents traditionally struggle between cutting users off and long pauses because turn detection relies on VAD and silence thresholds, but Deepgram's Flux model embeds End‑of‑Turn detection in ASR, delivering lower latency, more reliable turn quality, and a clear selection framework for practitioners.

CovalFluxTurn Detection
0 likes · 11 min read
From VAD to Flux: Built‑in End‑of‑Turn Eliminates Latency vs Interruption Trade‑off