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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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Qianya Xu

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#artificial intelligence Oct 2025

SGM: A Statistical Godel Machine for Risk-Controlled Recursive Self-Modification

The Statistical Godel Machine is introduced, the first statistical safety layer for recursive edits, which replaces proof-based requirements with statistical confidence tests (e-values, Hoeffding bounds), admitting a modification only when superiority is certified at a chosen confidence level, while allocating a global...

Xue-Ning Wu, Shen Yin, Yan-Lan Kang et al. · 9 citations · ⚡1

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