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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Lingfeng Bao

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Jul 2026

Evaluating Incompatible Third-party Library API Usage in LLM-based Code Completion

An automated framework that builds a versioned TPL API Knowledge Base and a large-scale benchmark that proposes two lightweight solutions, Real-time Detection and Lightweight Repair, to mitigate ITAUs and provide a foundation for more compatibility-aware code generation in evolving software ecosystems.

Li Lin, Yaorui Fei, Yunfeng Shen et al. · 0 citations
Review Aug 2026

Code Refinement with Repository Context: How Far are We?

A high-quality benchmark of 1,000 code refinement instances from 328 Python, Java, and JavaScript repositories that focused on one of the most challenging code refinement scenarios that strictly requires repository-level knowledge reasoning, and a straightforward method, RepoRefiner, which retrieves repository-level context by collecting the full file content, extracting definitions of its identifiers, and summarizing these contexts to support code refinement.

Ke Wang, Peng Lan, Jiakun Liu et al. · 1 citation

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