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How I Study AI - Learn AI Papers & Lectures the Easy Way

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All SourcesarXiv
#retrieval-augmented reasoning

LawThinker: A Deep Research Legal Agent in Dynamic Environments

Intermediate
Xinyu Yang, Chenlong Deng et al.Feb 12arXiv

LawThinker is a legal AI agent that double-checks every research step before using it, so small mistakes don’t snowball into big ones.

#Legal AI agent#Explore-Verify-Memorize#DeepVerifier

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