I was really surprised that I could beat off-the-shelf providers by a full multiple. From extensive experience working with both Vapi and Elevenlabs agent SDKs on a real production use case, I found that my initial prototype is able to reliably achieve a 2x latency improvement, which is a huge deal when it comes to serving natural-sounding and pleasant voice agent interactions.
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def save(self, item: Item) - None:
This is in the acceptable ballpark, but increased once I embedded the data and made the graph more customizable.