semantica

Analyze cause-and-effect relationships in the Semantica knowledge graph — causal chains, interventions, counterfactuals, and causal influence scores.

Inspect graph changes over time and ontology version diffs in Semantica. Uses ContextGraph.state_at for point-in-time graph state and change_management.VersionManager for ontology versioning.

Full decision lifecycle in Semantica — record, query, find precedents (hybrid/advanced), analyze influence, explain, insights dashboard, list, and record exceptions. Uses AgentContext, ContextGraph, DecisionQuery, CausalChainAnalyzer, DecisionRecorder.

Detect duplicate entities, duplicate groups, and relationship duplicates in Semantica using fuzzy matching, schema heuristics, and graph similarity.

Explain Semantica reasoning, decision logic, and graph results with traceability, causal context, and human-readable rationale.

Export Semantica graphs, results, and provenance to JSON, RDF, Parquet, CSV, GraphML, and other formats.

Run the full Semantica semantic extraction pipeline on a file or selected text — NER, relations, events, coreference resolution, triplets, and validation. Clears result cache before each run. Returns Markdown tables with entity/relation/event/triplet results and inline validator warnings.

Ingest data from files, databases, APIs, or streams into Semantica knowledge graphs with schema mapping and entity linking.

Manage ontology schemas, concepts, alignments, and SHACL/OWL validation for Semantica knowledge graphs. Uses OntologyEngine and OntologyValidator.

Define and enforce decision policies, compliance rules, and exceptions over Semantica graphs. Uses ContextGraph.check_decision_rules/enforce_decision_policy and context.PolicyEngine.

Trace data lineage, source attribution, audit trails, and W3C PROV-O export in Semantica graphs. Uses ProvenanceManager.

Query Semantica knowledge graphs — in-memory ContextGraph search, SPARQL over RDF triple stores, and Cypher over LPG backends.

Semantica full-stack knowledge graph skill for context graphs, decision intelligence, explainability, extraction, reasoning, visualization, ontology, provenance, policy, and export workflows.