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RAG and the Machine: Get the Most Out of Your Knowledge Base for AI

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What to expect

Unlock the full potential of your knowledge base with AI at this in-person Nottingham meetup. This technical session demystifies Retrieval-Augmented Generation (RAG), Contextualized Augmented Generation (CAG), and Model Context Protocol (MCP) — essential techniques for querying your own data without retraining models.

What You'll Learn

For years, AI has been shorthand for advanced algorithms and machine learning in enterprise settings. But with the explosion of ChatGPT and other large language models, the conversation has shifted to text-based prompts and natural language interfaces. While flagship models from tech giants have largely solved embarrassing hallucinations, they still can't answer questions about your specific knowledge base without help.

This session tackles that challenge head-on. Speaker Mica B. will cover the fundamentals of managing what your AI knows from a practical architect's and engineer's perspective — no data science degree required. You'll explore:

  • RAG (Retrieval-Augmented Generation): How to ground AI responses in your own documents and databases
  • CAG (Contextualized Augmented Generation): Techniques for providing relevant context to models
  • MCP (Model Context Protocol): Standards and patterns for connecting AI systems to knowledge sources
  • Real-world implementation strategies that work in production environments

This isn't academic theory — it's hands-on knowledge for software architects, DevOps engineers, and developers building AI-powered systems that need to access proprietary or domain-specific information.

Event Format

The evening kicks off at 18:00 with doors open and informal networking. The main talk begins at 18:30, followed by pizza and extended discussion time at 19:15. It's a relaxed environment to learn, ask questions, and connect with other builders working on AI integration challenges.

Who Should Attend

This meetup is ideal for software engineers, DevOps practitioners, solution architects, and anyone building systems that need to query structured or unstructured knowledge bases using AI. Whether you're exploring Supabase vector databases, implementing semantic search, or integrating AI into existing workflows, you'll gain practical insights you can apply immediately.

The venue is bjss Nottingham at Fothergill House, 16 King Street — easily accessible in the city centre. Find more [AI event

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