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All SourcesarXiv
#agent robustness

Deep Search with Hierarchical Meta-Cognitive Monitoring Inspired by Cognitive Neuroscience

Intermediate
Zhongxiang Sun, Qipeng Wang et al.Jan 30arXiv

Deep search agents can plan and browse the web in many steps, but they often fail because they don’t notice when their own thinking drifts off-track.

#deep search agents#metacognition#consistency monitoring

SCOPE: Prompt Evolution for Enhancing Agent Effectiveness

Beginner
Zehua Pei, Hui-Ling Zhen et al.Dec 17arXiv

SCOPE lets AI agents rewrite their own instructions while they are working, so they can fix mistakes and get smarter on the next step, not just the next task.

#prompt evolution#LLM agents#context management