BLOG

Thoughts, notes & things I've learned

Writing about tech, ideas, and whatever I find worth sharing.

3 posts

Is NVIDIA NIM's free tier good enough for a real-time voice agent demo?

Is NVIDIA NIM's free tier good enough for a real-time voice agent demo?

Jun 2026  ·  4 min read

NVIDIA NIM gives you free hosted STT, LLM, and TTS under one API key. I plugged it into Pipecat and built a real-time voice agent with VAD, smart turn detection, and idle reminders in a weekend. Here's what the numbers actually look like.

Voice AgentsNVIDIAPipecatReal-timeSTTTTS
How to read an AI's thoughts before it speaks

How to read an AI's thoughts before it speaks

Jun 2026  ·  4 min read

Anthropic built a tool that translates Claude's internal numbers into readable text. When they tested it on a safety scenario, Claude's own thoughts revealed it knew it was being tested the whole time.

AI SafetyAnthropicClaudeInterpretability
How WebRTC Actually Works, All in one post

How WebRTC Actually Works, All in one post

Jun 2026  ·  14 min read

Before any audio or video flows, WebRTC does a lot of work upfront to find the best candidate pair. This post walks you through exactly how that works, step by step.

WebRTCReal-timeNetworkingVoice Agents