A Voice AI Feature Needs a Permission-Loss Test Plan
A voice bot demo usually starts with permission already granted, a quiet room, a stable network, and the app in the foreground. Mobile users get phone…
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Building a Local-First Voice Copilot for the Shell with HoldSpeak and Ollama
The Promise: A Private, Voice-Activated Shell The dream of a voice-activated command line is compelling: speak a command, see it executed. But for man…
The 4-layer voice-agent latency stack, traced with OTel spans
** How I instrument ASR, LLM, TTS, and the client with OpenTelemetry, and which number in each layer I actually look at ** TL;DR. A voice agent is fou…
Your AI Agent Needs Communication Modes, Not a Voice Clone
TL;DR Every AI platform collapses communication into a single flat voice profile — but knowledge workers switch between at least six distinct register…
I Built a Speech-to-Text Tool Because Sometimes Typing Just Gets in the Way
The Problem Wasn’t Writing It was getting the words out. Sometimes I had: A quick idea Meeting notes A reminder A rough draft for a post And I knew ex…
OpenAI Realtime Beta Disappears May 7 — Your Voice Agent's Audio Handlers Will Stop Firing With No Error
On May 7, 2026 — five days from now — OpenAI removes the Realtime API beta . If you have a voice agent, transcription pipeline, or any WebSocket/WebRT…