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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

Matthias De Lange

KU Leuven

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Book Open access Sep 2026

Surface Matching in Skill Recommenders: Incomplete Evaluation Hides Simplicity Bias

Two training-time mitigations, label augmentation and shortcut-targeted hard negatives, which reduce judged nonsense while preserving ranking performance are studied.

W. Veys, Matthias De Lange, Jens-Joris Decorte et al. · 0 citations

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