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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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Xingxing Zhang

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#artificial intelligence Apr 2026

RefineRL: Advancing Competitive Programming with Self-Refinement Reinforcement Learning

RefineRL introduces Skeptical-Agent, an iterative self-refinement agent equipped with local execution tools to validate generated solutions against public test cases of CP problems and highlights self-refinement as a promising direction for scaling LLMs' general reasoning ability.

Shaopeng Fu, Xingxing Zhang, Li Dong et al. · 1 citation

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