
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.

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.

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

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.