// Hacker Noon · 11 February 2026

How I Fixed Manufacturing for AI Robotics with WebSerial

Scaling AI robotics exposed a silent failure: firmware-based identity poisoned training data without crashing systems. By replacing custom firmware and scripts with a browser-based manufacturing stack using WebSerial and WebUSB, we decoupled identity from firmware, eliminated human error, and cleane...

Hacker Noon

@hacker-noon · Henry Yu (Zhanghan)

hackernoon.com

Hacker Noon@hacker-noon