Optimizing LLM-Agent Control via Ready-Cohort GPU Execution
August 11, 2026
This research formalizes the ready-cohort boundary to determine when LLM-agent control paths—routing, state updates, and effect emission—expose enough concurrency for GPU execution. It provides a dynamic program to compute optimal execution shares to minimize host round trips.
HOW THIS AFFECTS YOU
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builderYou can reduce latency and improve throughput in agentic services by keeping control-path decisions on-device.