Compact, immutable string<->id indexes for huge catalogs: an ordered FST with prefix/range/fuzzy, plus minimal-perfect-hash dictionaries (the compact one is ~1.3 B/key).
Fast, numerically stable BETULA clustering with a Rust core
Physics-structured dynamics with a learned causal residual, controlled by constrained optimal control / MPC.
Anthropic, PBC
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