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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

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Yue-Shen Li

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Preprint Oct 2026

VeriEvolve: Evaluator-First Evolution for Tool-Using Agents

A central obstacle to self-improving agents is the absence of a reliable fitness signal for realistic stateful tasks. We introduce \textsc{VeriEvolve}, an evaluator-first evolution framework that constructs this missing evaluation layer before optimizing the agent. From task instruction, VeriEvolve synthesizes instruct...

Yue-Shen Li, K. Yüksel, Gokhan Tur et al. · 0 citations

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