2025, when we started focusing on it as a priority. We closed it on
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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.
Introduction#For several years, I’ve been looking to manage my system configuration “As-code” to ensure reproducibility and consistency across my environments. The primary goal was to install my work laptop, but I also need to install Linux servers (without Kubernetes, so Talos isn’t an option).