LSH and compression approaches partition similarity space — they cluster, retrieve, and vote based on distance. Elliptic traversal is different. It treats semantics as motion inside a closed algebra: composition instead of interpolation traversal instead of lookup structure preservation instead of clustering Hashing groups similar things together. Group operations generate new valid states. One optimizes memory. The other defines structure. That’s the shift. #ECAI #NoSecondBest