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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

Mingyang Zhao

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Book Open access Aug 2026

Constructive Specification for Plug-and-Play Learnware Agents

This work operationalizes constructive specification with constructive specification, which builds hierarchical capability representations from limited profiling over diverse benchmarks, using an optimism-guided profiler that prioritizes informative regions and prunes low-utility areas with guarantees, and enables plug...

Jian-Dong Liu, Zi-Chen Zhao, Hao Sun et al. · 4 citations · ⚡1
Book Open access Aug 2026

Constructive Specification for Plug-and-Play Learnware Agents

This work operationalizes constructive specification with constructive specification, which builds hierarchical capability representations from limited profiling over diverse benchmarks, using an optimism-guided profiler that prioritizes informative regions and prunes low-utility areas with guarantees, and enables plug...

Jian-Dong Liu, Zi-Chen Zhao, Haodong Sun et al. · 1 citation

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