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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

Myunghoon Lee

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Book Open access Oct 2026

SCOUT: A Scenario-Guided Unit Test Generation Tool for Compact Open-Source LLMs

Large language models (LLMs) have shown promising performance in automated unit test generation, but existing approaches often rely on large proprietary or reasoning-oriented models, limiting their practicality for users with limited computational resources. We present SCOUT, a scenario-guided unit test generation tool...

Myunghoon Lee, Seokhyeon Moon, Yoon-Chan Jhi et al. · 0 citations
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

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