Alibaba Cloud Developer
Alibaba Cloud Developer
May 22, 2025 · Artificial Intelligence

Why Planning Boosts Multi‑Tool Agent Performance and How to Implement It

This article explains the importance of planning for multi‑tool AI agents, compares OpenAI and Anthropic approaches, presents experimental results, and provides practical guidance on tool design, prompt configuration, model selection, and parallel versus serial tool calls to improve efficiency and effectiveness.

AI agentsAnthropicOpenAI
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Why Planning Boosts Multi‑Tool Agent Performance and How to Implement It