Migration Python RAG Solution to Claude Agent SDK

Migration Python RAG Solution to Claude Agent SDK

Background

One of our clients had built a Python based RAG knowledge assistant. It worked at small scale but began breaking down as document volume and use cases grew, hurting answer quality and developer velocity.

Migration Python RAG Solution to Claude Agent SDK
Migration Python RAG Solution to Claude Agent SDK

Challenge

Move from a fragile, custom Python RAG stack to a production grade agentic system without losing knowledge coverage – while improving answer quality and cutting engineering overhead.

Goals

  • Modernize the RAG architecture.
  • Improve answer quality and trust.
  • Reduce engineering maintenance load.

Objectives

  • Cut hallucination rate by 70%.
  • Reduce custom code footprint by 60%.
  • Bring new data sources online in days, not weeks.
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