Engrain by ByteRush

AGT.06.05 Mid-level

Document parsing and ingestion for RAG

Comes up in: AI engineering, AI system design

This concept is being written. It gets the full five steps — explanation, predict, interview angle, practice with tests, and review cards. Here is exactly what it will cover, so you can study it elsewhere in the meantime.

What it covers

  • PDF text extraction vs OCR
  • layout-aware parsing (tables, headings)
  • multimodal models reading pages as images
  • cleaning and de-duplication
  • incremental re-indexing
  • batch processing for large corpora

Words you will know

OCRlayout-aware parsingingestion pipeline

What you will practise

  • ingest 200 mixed PDFs and measure retrieval quality

Interview questions this answers

  • Walk through a RAG pipeline. Where does it usually fail?