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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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Run-Ze Li

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#artificial intelligence Preprint Sep 2026

From Transient Prompts to Persistent Control: Scientific Poster Generation via Recursive Semantic-Geometric Contracts

PosterVisor is introduced, a control framework that shifts poster generation from transient prompts to persistent control and supports rubric-compiled contracts and stage-conditioned enforcement for controllable poster synthesis.

Run-Ze Li, Yu-Kun Zhao, Can Xu et al. · 0 citations

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