PaperAgent

Jan 26, 2026 · Artificial Intelligence

How Efficient Agents Are Redefining Memory, Tool Learning, and Planning in 2026

A joint survey by nine leading Chinese institutions outlines the efficiency crisis of modern AI agents and proposes three strategic directions—efficient memory, tool learning, and planning—detailing concrete mechanisms, representative models, and emerging trends for building high‑performing, low‑cost agents.