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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

Jihoon Cho

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2 papers indexed here

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Book Open access Oct 2026

EvoLLM: High-Coverage, Readable, and Token-Efficient Unit Test Generation for Industrial Java Codebases

Adopting automated Java unit-test generation in industrial settings requires high coverage, readability, token efficiency, and modern-Java deployability. No existing technique meets all four: search-based test generators struggle with readability and modern-Java deployability, LLM-centric generators consume tens of mil...

Seokhyeon Moon, Myunghoon Lee, Jihun Kim et al. · 0 citations
Jul 2026

MJ: Multi-turn LLM Jailbreaking via Decomposed Credit Assignment

Modern large language models (LLMs) operate in interactive multi-turn settings, making multi-turn jailbreaking a realistic threat model and an important setting for automated red teaming. A core challenge in learning multi-turn jailbreak attackers is credit assignment: different turns contribute differently to the fina...

Junyoung Park, N. Park, Sechan Lee et al. · 0 citations

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