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#planning

Toward Efficient Agents: Memory, Tool learning, and Planning

Intermediate

Xiaofang Yang, Lijun Li et al.Jan 20arXiv

This survey explains how to make AI agents not just smart, but also efficient with their time, memory, and tool use.

#agent efficiency#memory compression#tool learning

Agent-as-a-Judge

Beginner

Runyang You, Hongru Cai et al.Jan 8arXiv

This survey explains how AI judges are changing from single smart readers (LLM-as-a-Judge) into full-on agents that can plan, use tools, remember, and work in teams (Agent-as-a-Judge).

#Agent-as-a-Judge#LLM-as-a-Judge#multi-agent collaboration