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OpenAI voice work highlights the shift toward full-duplex AI interaction

New voice interaction patterns show AI moving closer to continuous conversation instead of turn-by-turn chatbot behavior.

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Why it matters for builders
• Voice AI changes latency, interruption handling, privacy, and UX expectations.
• Full-duplex interaction requires stronger state management than text chat.
• Translation, scheduling, and support workflows benefit when the system can handle live context shifts.

Builder take
• Voice products need conversation-state tests, consent UX, and failure recovery before launch.