OmniAudio-2.6B is a multimodal model with 2.6 billion parameters that seamlessly processes both text and audio inputs. This model combines Gemma-2B, Whisper Turbo, and a custom projection module. Unlike the traditional method of chaining ASR and LLM models, it unifies both capabilities in an efficient architecture, achieving minimal latency and resource overhead. This enables it to securely and rapidly process audio-text directly on edge devices such as smartphones, laptops, and robots.