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Grounded knowledge assistant

An assistant over runbooks and API specs that keeps every answer attached to its source.

The problem

Knowledge is spread across runbooks, incident notes and specs. Finding the right paragraph takes longer than acting on it.

How it works

  1. 01Ingest
  2. 02Chunk + index
  3. 03Retrieve
  4. 04Answer
  5. 05Cite

What was hard

  • Real documents are messy — headers, tables and old copies all hurt search.
  • Keeping what the source says separate from what the model guessed.

The goal

Answers come with the paragraph they came from, so people can check the source.

This is a design I worked out on paper — the problem, the approach and the trade-offs. It is not a shipped product.

Built with

RAGEmbeddingsVector search