curriculum-rag — Feed your course materials into the RAG brain
ingest.py <folder> <out.jsonl>: walks pdf/docx/md/txt → chunks → RAG-ready JSONL (corpus=curriculum).
Then on HOST: run the RAG indexer (gemini-embedding-2 + lancedb, ask.drwaelalkishawi.com) to embed+upsert.
Result: the assistant answers students from Dr. Wael's OWN curriculum with provenance. Tested 2026-06-21.