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These simple harnesses perform the best in my day to day experience but I sitll can't figure out why that's the case.

Because they don’t have an incentive to maximize your usage, but rather focus on solving probabilistic solvable problems for you.

Bigger harnesses need to balance upping your token usage and being helpful.