Choose Your Coding Harness by What You Need to Control—Not by Who Built It

The author argues that developers should choose coding harnesses based on the specific layers of control they provide rather than by who built them. By combining multiple harnesses—using Claude Code for internal steering, Codex for isolated verification, and Pi for outer lifecycle management—a complex Python migration achieved more reliable results than a single-session setup that missed a subtle data corruption bug. Open article →