Stop Correcting Your AI. Grade It, Tune It, and Compound the ROI.

2026-06-02 Stop Correcting Your AI. Grade It, Tune It, and Compound the ROI. I arrived here by giving the AI more autonomy. The more it runs on its own, the faster a slightly-off instruction turns into wasted work. Your code-review-improve loops run longer than they should. You burn time curating skills, subagent prompts, rules files, and CLAUDE.md content, tweaking by gut feel and hoping the next…