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Field research.

Architectural Benchmark: Eliminating Token Bloat and Cache Thrashing in Multi-Turn Agent Fleets

Long-horizon coding and DevOps agents compound input tokens with every turn, thrash provider prompt caches, and spiral on degraded context. This paper introduces the benchmark methodology and results behind the ACE Runtime: an average 41% cost reduction for enterprise autonomous coding agents (p < 0.001) and 46.8% for cloud ops agents (p = 0.00454).