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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

Jing Li

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Aug 2026

Automating best-practice refactoring in Java via multi-agent planning and verification

An automated approach that explicitly targets Java best-practice violations across real-world projects is proposed, intended to make automated refactoring more controlled than naïve single-step LLM rewriting by introducing explicit applicability assessment, rule-specific transformation guidance, and post-hoc verification.

Jian Yang, Jing Li, Yuanyuan Gao et al. · 0 citations
Preprint Aug 2026

When Skills Meet Safety: Benchmarking and Characterizing the Adaptive Jailbreak Robustness of Skill-Merged LLMs

SkillSafe-Bench is introduced, a controlled benchmark that scores skill-merged models on static refusal, adaptive jailbreak robustness, and capability retention under a conservative two-judge AND rule, and the static effect of merging is base-conditional.

Yu Ma, Hongli Shi, Jing Li et al. · 0 citations

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