
Conversational AI systems rarely fail because every component needs replacing at once. More often, one part no longer fits: a transcription service, a deployment assumption, a language requirement or an integration boundary. We designed Makimoto as a modular pipeline so individual stages can evolve without forcing teams to replace the entire stack. The second article explains the trade-offs behind that decision and what open-source means when you have to run it yourself.
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