
I replaced faster-whisper + Gemma 4 with a single multimodal model that hears callers directly. 100% reply accuracy in English, 93% in French, 0% in Chinese. Benchmark data, code, and the architecture change for a SIP phone agent.
Building AI automation systems
Hi! I’m a developer exploring AI, local LLMs, and speech technologies. I enjoy building with open-source tools, experimenting with real-time voice systems, and sharing what I learn along the way. Always curious and always learning.
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