Your question is Chunking and PDF Loading Constraints. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
What if we increase chunk size? How will you load the pdf if your company doesn't allow pdf loaders?
Explain how you would build a practical PDF ingestion pipeline without using framework-specific PDF loader classes. Cover approved document extraction, OCR fallback, page-aware chunking, metadata preservation, idempotent loading, validation, retries, and monitoring. Discuss the trade-offs of larger chunks for retrieval quality, token limits, memory usage, embedding cost, and downstream latency.