Just a few days before I started writing this, ElevenLabs raised one of the largest funding rounds in the space, and new frontier models like GPT-5.3 and Claude 4.6 dropped. This made me wonder: could I actually build the orchestration layer of a voice agent myself? Not just a toy experiment, but something that could have close to the same performance as an all-in-one platform like Vapi?
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One important detail here was keeping text-to-speech connections warm. Establishing a fresh WebSocket to ElevenLabs adds a few hundred milliseconds of latency, so I kept a small pool of pre-connected sockets alive. That alone shaved roughly 300ms off the response time.
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