Lookahead-R: Budget-Aware Tool Retrieval via Execution-Centric Planning

Zongze Wu, Yani Guo, Runnan Li

Tool retrieval is a critical bottleneck for LLM-based agents operating over large, heterogeneous API ecosystems. Existing approaches face an inherent trade-off: semantic retrievers…