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

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

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About this event

What to expect

RAG (Retrieval-Augmented Generation) has become essential for organizations looking to leverage their existing knowledge bases with AI systems. This hands-on technical talk in Nottingham cuts through the hype to show you how to build practical AI solutions that can query your proprietary data without hallucinations or expensive model retraining.

What You'll Learn

The session demystifies RAG, CAG (Context-Augmented Generation), and MCP (Model Context Protocol) — three critical approaches for managing what your AI knows. While flagship models like ChatGPT and Claude have dramatically reduced hallucinations in general use, integrating your own knowledge base requires specific architectural patterns and engineering practices.

Presented from a practical architect's and engineer's perspective rather than a pure data science angle, this talk covers:

  • Knowledge base integration strategies — How to connect your existing documentation, databases, and internal resources to AI systems
  • RAG fundamentals — Understanding retrieval mechanisms, embedding techniques, and context management
  • Avoiding common pitfalls — Preventing hallucinations when working with domain-specific information
  • Practical implementation patterns — Real-world approaches that work in production environments

Who Should Attend

This event is perfect for DevOps engineers, software architects, backend developers, and technical leads who want to implement AI capabilities without retraining models from scratch. Whether you're building internal tools, customer-facing applications, or exploring AI integration for your organization, you'll gain actionable knowledge about managing AI context and knowledge effectively.

The talk assumes familiarity with software development and system architecture but doesn't require deep machine learning expertise. If you've experimented with Perplexity or other AI search tools and wondered how to apply similar capabilities to your own data, this session will show you how.

Event Format

Hosted by DevOps Notts at Fothergill House in central Nottingham, the evening follows a structured format designed for both learning and networking:

  • 18:00 — Doors open, registration and informal networking
  • 18:30 — Main presentation on RAG and knowledge base integratio

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