UBP GLM

The UBP Geometric Language Machine is a fully deterministic, non-probabilistic framework that encodes all scientific knowledge as fixed-length binary vectors and retrieves entries via geometric distance — not statistical pattern matching. Two-channel architecture: • Channel 1 — Symbolic Golay (24 bits): Handles causal, relational, definitional queries via XOR composition of operator vectors • Channel 2 — Numeric Gray-code (142 bits): Handles property-based & fuzzy recall with metric-preserving encoding Knowledge Bases: • ubp_system_kb.json - physical entities (elements, molecules, particles, laws, constants) • ubp_lang_kb_combined_v4.json - semantic operators (OP_WHAT, OP_BOND, OP_PROP_MASS, etc.) Every query produces identical results for identical inputs — the vector space is defined by algebraic structure, not learned weights. THIS IS AN EXPERIMENTAL SYSTEM -- UNDER DEVELOPMENT --