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Immersion · Video

Geometry of Intelligence — Solving the Quadratic Penalty

Problem framing and solution arc: why dense attention fails institutions at scale, and how holographic sparse ternary representation solves retrieval without multi-month training epochs.

Problem statement Holographic alternative Retrieval vs generation Institutional fit