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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

Shangqing Liu

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2 papers indexed here

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Preprint Oct 2026

SpecAgent: Empowering Program Verification with Agentic Synthesis of Formal Program Specifications

Formal specifications are essential for deductive program verification, providing semantic abstractions for compositional verification of complex software. However, manually constructing specifications is labor-intensive, motivating automated synthesis. Despite recent advances in large language models (LLMs), existing...

Le-Zhi Ma, Han Wang, Shang-Qing Liu et al. · 0 citations
Jul 2026

A Comprehensive Study of Implementation Bugs in Multi-modal Agents

This work provides a comprehensive reference and guideline for classification, prevention and fix of M-agent bugs, and developed a comprehensive taxonomy that classifies bugs by global symptoms, functionality component-level symptoms, and root causes.

Suwan Li, Lei Bu, Shangqing Liu et al. · 0 citations

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