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#artificial intelligence Book Open access Jun 2026

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

Lookahead-R is proposed, a planning-based framework that reformulates tool retrieval as a resource-constrained sequential decision-making problem that introduces a lightweight execution-aware surrogate world model that jointly predicts tool execution success, latency cost, and semantic utility—without invoking real API...

Zong-Ze Wu, Ya-Ni Guo, Run-Nan Li · 1 citation

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