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Forward Deployed

Forward Deployed
RAG Foundations: Ingestion & Indexing: sections and modules
T5.5

Vector Stores & Index Operations

Run CRUD and persistence operations through LangChain's common vector store interface.

Lessons
7 lessons
By
Sourav Banerjee
Prerequisites
None
7 lessons

Practise and Check

Deliverable
Living index: stand up pgvector with Docker, ingest the M11 corpus, then change, add and delete source files and show that the record manager re-indexes only what changed.
Assessment
Answer the five Interview questions without notes, then run the lab.
Interview probe
Larkspur cut the annual refund window from 30 days to 14 and the nightly sync ran. A week later the assistant still tells some customers "30 days". The new chunk is in the index. What happened, and how do you fix it?
Common mistakes
  • Minting a fresh UUID for every chunk on each ingestion run
  • Relying on a tenant metadata filter for access control
  • Running full cleanup when the loader returned only some files

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