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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

If you're ready to move beyond GPT hallucinations and take control of your AI's knowledge base, this hands-on technical talk is for you. On March 31st, 2026, DevOps Notts brings together engineers and architects at BJSS Nottingham for a deep dive into retrieval-augmented generation (RAG) and the emerging patterns that let you query your own data without retraining models.

What You'll Learn

This isn't a data science lecture — it's a practical architect's and engineer's guide to managing what your AI knows. The session cuts through the hype around ChatGPT and other flagship models to focus on real-world implementation:

  • RAG, CAG, and MCP: Understand the key architectures for connecting LLMs to your knowledge base
  • Beyond Hallucinations: Techniques for grounding AI responses in your actual data
  • Practical Implementation: Engineer-focused approaches to building reliable AI systems that query internal documentation, codebases, and proprietary knowledge
  • Avoiding Retraining: How to keep your AI current without expensive model fine-tuning

Whether you're building internal tools, customer-facing chatbots, or documentation assistants, you'll walk away with concrete patterns for making AI work with your existing knowledge base.

Who Should Attend

This talk is designed for software architects, DevOps engineers, and developers who want to implement AI features without becoming data scientists. If you've experimented with Claude or Gemini but struggled to make them work with your company's data, this session will show you the path forward.

Event Format

The evening kicks off with doors opening at 18:00, giving you time to network with fellow builders before the main talk begins at 18:30. After a 45-minute deep dive into RAG architectures and implementation patterns, stick around for pizza and conversation with other engineers tackling similar challenges. The event wraps at 20:00.

Venue

The event takes place at BJSS Nottingham's office on King Street in the city centre — a modern tech space perfect for technical discussions and networking.

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