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What happens during ingest?
  1. An LLM reads your document and creates a catalog card with an abstract, tags, topics, and UDC classification
  2. The card is stored as a markdown file in the knowledge base, organized by UDC main class
  3. Your document is now searchable — no LLM calls needed at query time