Semantica is an AI-native knowledge graph intelligence framework that serves as the accountability and context layer for AI agents. It provides structured context graphs, semantic retrieval, ontology reasoning, and full provenance tracking from outputs back to sources. The library implements schema-based graph modeling and decision intelligence capabilities, enabling explainable AI systems with auditable reasoning trails.