a zero-infrastructure, pip-installable Python library for knowledge-augmented LLM generation. It replaces vector-based retrieval with structured reasoning over atomic facts stored in a local SQLite-backed knowledge graph. No vector database. No embedding server. No DevOps. No chunking. No black-box retrieval.
