Gen-AI Developer Classroom notes 06/Feb/2026

Handling document updates

Using Record Manager

• Since RecordManager is removed in latest versions (langchain > 1.2.x) we will discuss alternative solutions in next session
• Refer Here for the updating index notebook.

Enterprise RAGs

• Organizations mostly adopt models from
  • cloud:
    • Azure
    • AWS
    • GCP
  • direct
    • OpenAI
    • Claude
  • onprem
    • ollama

• Document Sources:

  • Cloud
  • Fileshares
  • Confluence/Wiki pages
    

• Possible options:

  • KB Articles
    • IT
    • HR
    • Customer Support
  • Product documentations
    • E-commerce
    • Retail
    • Restaurants
• KB Articles with markdown/pdf docs (wiki/confluence pages)