Recent benchmarking efforts show that AI coding agent harnesses can significantly impact token usage costs, varying by up to 70 times for identical models. This matters because the software steering agents through tasks heavily influences efficiency and cost, especially due to context reconstruction on each inference request. Developers should focus on optimizing prompt floors and cache utilization to reduce expenses.
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