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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Yuan-Man Mao

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2 papers indexed here

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Preprint Sep 2026

LLM Agent Capabilities Should Follow Task Intent and Context Source

LLM agents take real actions, including executing code, modifying files, calling services, and delegating tasks, driven by context sources: user requests, tool results, documents, shell outputs, Skill and MCP instructions, memory. Unlike traditional systems, where capability is predefined, the least-privilege capabilit...

Yu-Sheng Zheng, Wen-Hui Zhang, Yuan-Man Mao · 1 citation
#artificial intelligence Preprint Sep 2026

AgentPProf: Semantic Profiler for Long Horizon AI Agents

AgentPProf is a profiler that aggregates agent trajectories into pprof-compatible profiles, enabling flame graph visualization and analysis and introduces recursive operation segmentation, which recursively splits trajectories at task boundaries.

Yu-Sheng Zheng, Chaokun Chang, Yuan-Man Mao et al. · 0 citations

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