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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

Jacques Klein

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Open access Oct 2026

Secrets Unlocked: Evaluating LLMs for Secrets Detection in Android Apps

Mobile apps frequently embed sensitive secrets, such as API keys, access tokens, client secrets, and private keys that support internal functionality or enable integration with external systems and third-party services. Developers frequently embed these secrets into Android apps, which allows attackers to extract them...

Marco Alecci, Jordan Samhi, Tegawendé F. Bissyandé et al. · 0 citations
#software testing Open access Aug 2026

Multi-Agent Strategies for Bridging Programming Language Gaps in Code Generation

This work introduces XL-CoGen, a three-stage multilingual code-generation pipeline that starts from a natural-language specification and a shared test list to generate correct implementations across multiple target languages and repairs the best candidate through diagnosis and minimal patching.

Micheline Bénédicte Moumoula, Serge Lionel Nikiema, Albérick Euraste Djiré et al. · 0 citations
Aug 2026

TrajectoryTest: A Trajectory-Specific Test Input Prioritization Technique and Empirical Evaluation

A comprehensive empirical study is conducted that confirms the limitations of MLPrior in trajectory prediction scenarios and demonstrates that TrajectoryTest outperforms all existing test input prioritization techniques, including the state-of-the-art approach MLPrior, multiple confidence-based methods, and the baselin...

Xueqi Dang, Yinghua Li, Wendkûuni C. Ouédraogo et al. · 0 citations

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