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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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Michael Beyeler

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Preprint Sep 2026

Predictor Construction Can Reverse Multimodal Neural Contrasts

These results show that nested neural contrasts do not identify represented content by themselves: predictor construction is part of the experimental design, and matched controls are required for representational claims.

Lucas Nadolskis, Galen Pogoncheff, Michael Beyeler · 0 citations

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