To test this, we can start a VM with qemu:
unsigned base-10, 64-bit integer.
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Price adjustments occurred gradually along the supply chain. Import prices changed within three months of tariff implementation, but retail prices took approximately 12 months to fully reflect the tariff impact. Price increases persisted nearly one year after the tariffs expired.
The setup was minimal. A small FastAPI server handles an incoming WebSocket connection from Twilio, which streams base64-encoded μ-law audio packets at 8kHz in ~20ms frames. Each packet was decoded and fed into a Voice Activity Detection model - in my case, Silero VAD.