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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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Hao-Hua Li

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#artificial intelligence Preprint Aug 2026

FORESIGHT-9: Prospective and Process-Aware Evaluation of Adaptive Trading Agents

This work introduces FORESIGHT-9, a prospective and process-aware benchmark built from nine auditable counterfactual stress worldlines branching from a common July 2026 information boundary, and evaluates not only portfolio outcomes, but whether adaptive agent state and execution remain coherent across alternative futu...

Xiang-Xin Luo, Cheng-Tian Hong, Hao-Hua Li et al. · 0 citations

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