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#artificial intelligence Preprint Oct 2026

EvoMCP: Co-evolving MCP agents and training data

Supervised fine-tuning of Model Context Protocol (MCP) agents is typically conducted on a static data distribution, which fails to adapt to the student's evolving capabilities and leaves newly exposed weaknesses insufficiently addressed. To address these challenges, we propose \method, an agent--data mutual evolution f...

Xuan-Ang Gao, Ke-Peng Lin, Xin-Yan Shi et al. · 0 citations

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