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Immersion · Video

Geometry of Intelligence — Engineering Beyond the Quadratic

Engineering focus: escaping O(n²) transformer walls. How constant-latency horizontal sharding, sparse integer ops, and deterministic encoding change the cost curve of institutional intelligence.

Quadratic penalty O(k) scaling Cost curve Engineering choices