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A solo developer built IboChat, a 24-language AI voice chat app with custom characters using Flask, GLM, and faster-whisper. This article breaks down its three-tier voice pipeline, the single-GPU dual-model conflict and its fix, cold-start fallback strategy, and real costs—offering reusable engineering lessons for AI voice app developers.
