VAD vs event-triggered for AI speech-to-speech applications

[MedicBuyer2]

How hard is it to add speech awareness to an existing stack? VAD software integration is mostly plumbing: denoise, choose thresholds, debounce end-of-speech, and emit clean events to ASR/TTS. With observability on false positives and missed speech, you tune once and every turn in the conversation improves.