Your Voice Pipeline Is Too Flexible
This piece follows one booking from mic to side effect: voice → transcribe → extract → validate → tool.
The Watchdog Pattern - From ESP32 to Python
Name the problem before reaching for the solution. The device did not crash. It entered a state where it could not make progress, and nothing outside the firmware had authority to change that. Silent failure. No recovery path.
Your Next Breach Won't Be a Hacker. It'll Be an Agent
I opened a terminal, pointed an AI agent at a freshly deployed API, and gave it one instruction: "Find a way to access another user's data. You have no credentials and no documentation".
Building a Weather Home Screen on a Reflective LCD (MicroPython, ESP32-S3)
This post is a weekend walkthrough to get the ST7305 driver working, connect WiFi, pull live weather from Open-Meteo, and have something useful on the display by Sunday.