Berkeley study: the right agent harness cuts cost of the same result by 71%

MartinGTobias · x · 2026-09-18

A new Berkeley study shows that harnesses—the systems orchestrating AI agents—effectively set the price of an answer: the right harness cuts the cost of achieving the same result by 71% with no loss of accuracy.

VC ttunguz frames this as the "Harness Margin Opportunity": the better the harness, the better the business. Vertical agents, he argues, are essentially just better harnesses—meaning engineering quality at the orchestration layer translates directly into margin.

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