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Writing on AI systems and how they behave in practice.

The State of Voice AI, Mid-2026: A Technical Review

Six voice AI systems from Microsoft, OpenAI, NVIDIA, Google, and Amazon, and the single layer that decides who is speaking and when. What is available in mid-2026, the class of product each one is fit to build, and the failure modes each one introduces.

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