A hand-drawn engineering loop connecting AI, code, tools, embedded hardware, and test instruments

The Model Will Eat Your Wrapper. Build the Harness.

Why the durable advantage in AI-assisted embedded development is not another agent wrapper, but a project-level harness that connects knowledge, proven workflows, tools, and real hardware.

July 27, 2026 · 10 min · luoyao
Four hand-drawn AI auditors independently inspecting the same firmware board

Four AI Auditors, One Firmware

How I run four genuinely independent AI firmware reviews, validate every report, and reconcile evidence without turning the result into a popularity contest.

July 25, 2026 · 6 min · luoyao
A hand-drawn path from an AI prompt through firmware tools to an oscilloscope waveform

From Prompt to Oscilloscope

What it takes to let an AI agent move beyond code generation and close a bounded firmware loop through build tools, programmable instruments, and physical evidence.

June 21, 2026 · 6 min · luoyao