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