A persistent, compounding knowledge base combining Karpathy's LLM Wiki pattern
with a structured knowledge graph. Ingest documents once — the LLM writes wiki
pages, extracts entities/relations into the graph, and stores raw content for
evidence retrieval. Knowledge accumulates and cross-references; it is never
re-derived from scratch.
