🦢 TL;DR: nails the timing of listening, speaking and interrupting, but task completion still lags. Tencent unveils an omni interaction model unifying speech, video and agentic execution. Title: Omni Interaction Agent Technical Report (Gander) URL: 📌 Highlights 🧠 Cerebellum-Brain design: real-time control layer + Claude/Codex-powered reasoning layer 🎙 Streams audio/video in 1-second chunks, no external VAD needed ✅ 100% turn-taking accuracy vs GPT-Realtime's 96% ⚠️ Task completion (Pass@1) only 0.400, below GPT-Realtime's 0.600 🔀 Feeding transcribed text straight to the Brain lifts Pass@1 to 0.520 🌐 Fusing audio+video boosts Daily-Omni by +19.13pt over single-modality 📦 Weights, training code and eval harness planned for release The honest takeaway: nailing conversational timing and nailing task accuracy are still two separate problems. #MultimodalAI# #VoiceAgents#