Retrieval-Augmented Generation from Scratch
LESSON 2.2

Metadata and filtered retrieval

Learn key techniques and workflows in Retrieval-Augmented Generation from Scratch.

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Overview

Metadata turns semantic search into scoped semantic search. Filtering by source, type, or date removes whole classes of wrong answer.

In this lesson you will:

  • Attach source, type, and timestamp to every chunk
  • Filter before ranking to cut the candidate set
  • Use metadata to attribute answers back to a source

Pro Tip

Use caching and revalidation wisely to ensure your app stays fast and data remains fresh without unnecessary requests.

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