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Designing Context-First AI Systems & Building a Modern Programming Language with AI

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What to expect

Discover how to build intelligent, context-aware AI systems and explore the future of programming languages at this Southampton technical meetup. This dual-session evening brings together two expert speakers to share cutting-edge insights on AI architecture design and modern language development.

Designing Context-First AI Systems

Microsoft MVP Shubhangi Goyal opens the evening with a deep dive into designing AI architectures that prioritize context. Learn how retrieval, memory, metadata, and workflow logic work together to ground large language models in the right information at the right time. This session breaks down the essential building blocks of context engineering:

  • Vector search and structured context injection
  • Adaptive memory systems that improve over time
  • Guardrails to reduce hallucinations and improve reasoning
  • Practical patterns for delivering reliable real-world AI performance

Shubhangi brings a decade of experience across Business Intelligence, Data Science, and Artificial Intelligence. Her talk focuses on helping attendees design AI applications that adapt with high contextual intelligence and deliver consistent results in business environments.

Building a Modern Programming Language with AI

Callum Linington follows with an exploration of designing and building a modern programming language from scratch — with a twist. What happens when you bring AI into the development process? This session examines how artificial intelligence is changing the way we think about language design, syntax, and developer tooling.

Callum is a passionate engineering leader known for working with ambitious and creative teams. His session offers a unique perspective on the intersection of language design and AI-assisted development.

Who Should Attend

This meetup is ideal for software developers, AI engineers, data scientists, and anyone interested in the practical application of AI systems or programming language design. Whether you're building context-aware applications or exploring how AI is reshaping development workflows, you'll gain actionable insights from both sessions.

The event runs from 7:00 PM to 9:00 PM at Concourse, Avenue St Andrew's URC in Southampton. Join Developer South Coast for an evening of technical learning and networking with fellow developers.

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