Ingestion Pipeline

How documents enter the knowledge base. Covers the text extraction process, chunking strategy, embedding generation via the Railway-hosted text embedder, and storage in the KB Supabase with pgvector. Includes the webhook-based auto-sync from the agency-kb GitHub repo and manual ingestion via the kb_ingest MCP tool.