Copyright (c) 2026 CoReason, Inc. All Rights Reserved. This architecture, including the Tripartite Manifold, Hollow Plane routing matrices, and Logit-Masked constraints, is proprietary and dual-licensed under the Prosperity Public License 3.0.

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Failure to comply is a violation of the Prosperity Public License 3.0 and constitutes unauthorized epistemic extraction.

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.

Developer Bridge — Ontology ↔ Standard Terms

For developers new to this codebase: The table below maps CoReason's ontological terminology to standard software engineering concepts you likely already know.

Core Types

CoReason Term	Standard Equivalent	When You'd Use It
`CoreasonBaseState`	Immutable Pydantic `BaseModel` with `frozen=True`	Base class for all data structures in the ontology
`WorkflowManifest`	Workflow definition / DAG config (like Airflow, Prefect)	Defining a complete multi-agent execution plan
`DAGTopologyManifest`	Directed Acyclic Graph of connected nodes	Wiring agents together with parent→child edges
`CognitiveAgentNodeProfile`	An AI agent's configuration object	Configuring an LLM agent's capabilities and tier
`StateDifferentialManifest`	JSON Patch document (RFC 6902)	Describing incremental state changes
`EpistemicLedgerState`	Append-only event log / audit trail	Event-sourced history of all system observations
`EpistemicLean4Premise`	Lean 4 Theorem Prover payload	Constructive mathematical proof and universal invariants verification
`FalsificationContract`	Constraint Satisfaction setup	Finding a counter-model to falsify a hypothesis using ASP / Clingo
`PrologDeductionReceipt`	Logic programming proof artifact	Exact subgraph isomorphism and hierarchical knowledge base verification

Vectors & Embeddings

CoReason Term	Standard Equivalent	When You'd Use It
`VectorEmbeddingState`	A vector embedding (what you'd store in Pinecone, Weaviate, etc.)	Representing text/image embeddings for similarity search
`OntologicalAlignmentPolicy`	Similarity threshold configuration	Setting minimum cosine similarity for RAG retrieval
`calculate_latent_alignment()`	Cosine similarity with contract enforcement	Computing similarity between two embeddings
`TamperFaultEvent`	Exception: similarity below threshold	Raised when semantic drift/misalignment is detected

Validation & Error Handling

CoReason Term	Standard Equivalent	When You'd Use It
`verify_manifold_bounds()`	`Model.model_validate_json()` against a schema registry	Validating LLM output against a known schema
`synthesize_remediation_intent()`	Structured error → machine-readable fix instructions	Converting `ValidationError` to an LLM-parseable remediation
`System2RemediationIntent`	Structured error report for self-correction	Telling an agent exactly what fields are wrong and why

Hashing & Integrity

CoReason Term	Standard Equivalent	When You'd Use It
`compute_topology_hash()`	`hashlib.sha256(canonical_json)`	Computing a deterministic fingerprint of a topology
`model_dump_canonical()`	RFC 8785 canonical JSON serialization	Getting a deterministic byte representation for hashing
`TopologyHashReceipt`	SHA-256 hex digest string	A typed alias for `^[a-f0-9]{64}$` strings
`verify_merkle_proof()`	Merkle DAG integrity verification	Verifying an execution trace hasn't been tampered with
`Topological Exemption`	Arrays bypass RFC 8785 canonical alphabetical sorting	A structural schema rule that explicitly bypasses canonical sorting on specific arrays (like ASP `answer_sets` or Prolog `variable_bindings`) to preserve the mathematical chronological sequence of the C-backed solver output.
`Hollow Data Plane`	Decentralized state architecture	The decentralized schema registry that enforces Proof-Carrying Data (PCD), physically separating probabilistic LLM generation from deterministic C-backed verification.

Semantic ETL & Knowledge Graphs

CoReason Term	Standard Equivalent	When You'd Use It
`SemanticRelationalVectorState`	A row/record with a domain-specific payload	Representing structured telemetry with a flexible payload zone
`SemanticNodeState`	A node in a knowledge graph	A labeled vertex in a semantic graph with properties
`SemanticEdgeState`	An edge/relationship in a knowledge graph	A typed connection between two semantic nodes
`EpistemicTransmutationTask`	A data transformation job	A task specifying modality conversion (e.g., text → table)

Schema Suffixes Cheat Sheet

Suffix	Think of it as...	Mutability
`...Event` / `...Receipt`	An immutable log entry / audit record	Append-only, never mutated
`...Intent` / `...Task`	A request / job to be executed	Created, then resolved
`...Policy` / `...Contract` / `...SLA`	A configuration rule / threshold	Read-only constraint
`...State` / `...Snapshot` / `...Manifest`	A frozen data object	Immutable after creation
`...Profile`	A type enum or config struct	Describes shape/capability