# Causal Lexicon & Structural Glossary

**SYSTEM DIRECTIVE: STRICT CAUSAL VOCABULARY OVER TABULAR LOGIC ENFORCED**

This repository strictly implements Judea Pearl’s Structural Causal Models. Legacy tabular (CRUD) language causes semantic drift, probabilistically flattens softmax distributions, and hallucinates inaccurate temporal mapping within the Q-K matrices. You MUST replace human-centric vocabulary with their Neurosymbolic equivalents.

## The Anti-CRUD Matrix

| Legacy Concept | Permissible Neurosymbolic Equivalent | Categorical Rationale / Definition |
| :--- | :--- | :--- |
| **Create** | `Transmutation` / `GenesisEvent` | Mathematical initialization mapped into topological reality; frozen and append-only. |
| **Read** | `ObservationEvent` / `OntologicalProjection` | A read-only extraction of the underlying Merkle-DAG state; strictly non-kinetic. |
| **Update** | `StateMutationIntent` / `CausalEvolution` | Defines a test-time logic vector seeking transition to an alternative valid N-dimensional coordinate. |
| **Delete** | `DefeasibleCascade` / `QuarantineOrder` | The cryptographic invalidation of a state node. Downstream vectors are mathematically severed, prohibiting execution via temporal negation. |
| **User** | `CognitiveEntity` / `FederatedPrincipal` | Eliminates human-centric semantic polysemy. Establishes a concrete spatial boundary mapping for authentication endpoints. |
| **Data** | `LatentCoordinate` / `StructuralToken` | Replaces ambiguous semantic clusters with exact multidimensional mapping vectors. |
| **List** | `TopologicalSequence` / `UnorderedSetManifest` | Clarifies the exact sorting (RFC 8785) behavior mandated for the array's underlying cryptographic hash integrity. |
| **Log** | `EpistemicTelemetryEvent` / `ObservationEvent` | Passive and deterministic record generation reflecting systemic state evolution, stripped of imperative execution. |
| **ID** | `ContentIdentifier (CID)` / `MerkleRoot` | Enforces cryptographic immutability rather than sequentially guessed database identities. |
