Reproduce “AgentPRO: Coordinating Compiler Optimizations for LLM Agent Workflows” on OpenResearch

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About this paper

Jie Ren, Zheng Wang

AgentPRO coordinates generation regions and tool operations, using current-state guards to combine compatible work or retain fallback paths. In a Spotify example, it groups three library requests into one and removes four playlist reads while retaining 79 song-detail reads. Across 115 baseline-qualified AppWorld tasks, it reduces mean tokens 41.85% and component time 6.61%, but succeeds on 110 tasks versus the baseline’s 115.

Summary by alphaXiv.

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