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Audio Pipeline Observability — Clarity Today

Topic

Audio Pipeline Observability

Instrumenting a voice pipeline so silence, distortion and mic-state faults can be told apart, via server-side energy logging and client level meters on the transmitted stream.

Current clusters

build1 distinct publisher

Browser voice AI fails on audio routing: the echo canceller cannot see Web Audio playback

One developer's catalogue of 16 traps: browser echo cancellation only references audio-element and WebRTC playback, so TTS routed through Web Audio guarantees the bot hears itself.

Publishers:dev.to

Reality

Evidence38
Adoption12
Hype gap+8
Incentives28

Confidence42