Progress will come from systems that can combine language understanding with explicit spatial and structural reasoning.

Modern vision-language models allow documents to be transformed into structured, computable representations rather than lossy text blobs.

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Memory, as the paper describes, is the key capability that allows AI to transition from tools to agents. As language models ...

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Still, the “board game” framing has a quiet strength: it’s testable. Scholars can compare wear patterns, spatial logic, and symbol clustering against known game-board behaviors, rather than betting ...