Room 1 - Keynote / Breakout

This session explores the Model Context Protocol (MCP) from basic concepts to practical applications. We’ll start with generative AI fundamentals and quickly move to how MCP enhances AI systems through structured context handling. We’ll examine MCP’s technical architecture and how it improves conversations with AI by enabling RAG systems …

ip.labs is the world’s leading white label e-commerce software imaging company and processes millions of images every day. The workflows of our users consist of designing, saving, loading, ordering and delivering to the printing facilities the photo products like prints, photobooks, calendars, gift products among others. In this talk we’ll …

Explore a clear path from your first AI agent to production multi-agent systems. We start with what an agent is and why multi-agent designs are popular. Then we outline how to build a local agent on your laptop using the open-source Strands framework and extend it to multi-agent collaboration. Finally, we map the production blueprint on AWS with Amazon …

In complex data platforms powered by AWS Glue, AppFlow, Airflow, and Step Functions, operational issues are inevitable. This talk shares how we built a self-healing system that automatically detects issues, tags them with context, uses Bedrock-based LLMs to suggest resolutions, and keeps stakeholders informed via GitLab and Slack. The result: a 40% drop in …

Building RAG-powered agents doesn’t have to come with sky-high vector database costs. In this session, learn how to create an Amazon Bedrock Agent backed by Amazon S3 Vectors, a new low-cost vector storage option that cuts vector storage and query costs by up to 90%. We’ll walk through: Setting up a Bedrock Knowledge Base using S3 Vectors for …

Search engines guide users from their initial goals to the information that fulfills those goals. The retrieved items are deemed relevant when they align with the user’s intent. Ensuring relevant results involves having the data in the catalog, analyzing it accurately, representing it through text and vectors, ranking it appropriately, and performing …

What happens when AI makes code writing the easiest part of development? The rise of Generative AI has transformed software development, making rapid prototyping more accessible than ever. This keynote examines the evolving role of developers as AI reshapes traditional coding practices. The presentation cuts through both hype and fear to explore what truly …