Notes from the loop.

harness² plus loopmath: 95% of the gain at a quarter of the cost

harness² improves a coding agent's harness, and it is expensive. Paired with loopmath, it kept about 95% of harness²'s gain on 40 coding tasks at about a quarter of its list cost.