do you want some omni? here is omni for you

[](https://huggingface.co/inclusionAI/Realtime-Venus#1-🧭-overview)1. 🧭 Overview

This repository hosts two checkpoints of the Realtime-Venus system:

• Realtime-Venus-Omni (Realtime-Venus-Omni/): the 9B audio-visual interaction model. It continuously watches and listens, decides whether and when to respond, and generates text and speech on a shared causal timeline. Adapted from MiniCPM-o 4.5, it supports proactive interaction, semantic interruption handling, and training-free long-video memory.
• Realtime-Venus-Audio (Realtime-Venus-Audio/): the audio-focused checkpoint on the same streaming backbone, for audio understanding and audio-driven conversation with text or speech output.

Both directories contain model weights and custom Hugging Face Transformers code. The asynchronous Realtime-Venus-Harness and its external tool integrations live in the GitHub repository.

[](https://huggingface.co/inclusionAI/Realtime-Venus#2-✨-highlights)2. ✨ Highlights

• Native full-duplex conversation: keeps perceiving while speaking and distinguishes backchannels, interruptions, corrections, and redirections.
• Omni-Proactive interaction: continuously processes temporally aligned video and audio, and initiates a response when an event warrants it — without waiting for a user prompt.
• Delegation: emits in-stream <delegate> requests on the shared causal timeline and consumes asynchronous backend results the same way, so external tasks never block the ongoing conversation. (Executing requests requires the Realtime-Venus-Harness runtime, available in the GitHub repository.)
• Training-free long-video Memory: archives visually informative moments, retrieves query-relevant and non-redundant evidence, and reassembles the corresponding audio-visual context — no additional training required.
• Text and speech output: generates response text together with native speech through the bundled Token2wav resources and a reference voice.