Embedded

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.

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.

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.

A hand-drawn microcontroller with code crossing from Flash into SRAM while Flash is busy

The Hidden Danger of Running Flash Code from RAM

Why placing a Flash-IAP function in .ramfunc is only the beginning, and how to verify that its complete execution path survives while Flash is busy.