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Our work sits at the intersection of cognitive science, linguistics, and transformer architecture. We study how the structure of input shapes AI attention — an outside-in approach to interpretability.

Metaphori Engine™

Our patent-pending context processing system. How structured information shapes transformer attention and why that matters for AI cognition.

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DLA Studies

Cross-architecture empirical research using Direct Logit Attribution to measure how MESN™ affects attention head specialization.

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Metaphori

Advancing AI through attention engineering and MESN™ research.

Patent Pending

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