15:00 - 15:45 Breakout 5 - AWS Community Day Baltic

102

Room: Room 2 - Breakout | Time: 15:00

An epic adventure requires proper preparation, whether in a fantastical RPG world or in the realm of AWS cloud-based projects. To succeed, you must assemble a team, plan your journey, and choose the right equipment – because just as one sword cannot defeat every enemy, one set of AWS services does not fit every project.

In this session, we will embark on a journey that compares building projects in AWS to a classic RPG game. We’ll explore the principles of the Well-Architected Framework, which, much like a party guide, helps you make the right architectural decisions. We’ll discuss how to select AWS services that meet the specific challenges of your project and how to prepare for unexpected obstacles along the way.

Grzegorz Kalwig

AWS UG 3City Leader — Gdynia, Poland

305

Improve action house search with vector capabilities: Bedrock or SageMaker Serverless inference.

Room: Room 1 - Keynote / Breakout | Time: 15:00

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 other actions. In this session, discover how auction houses utilize vector search, powered by Amazon OpenSearch Service, to find similar items within their extensive database, enhancing the customer experience and preventing issues with counterfeit artworks, and see how it assists users in obtaining the most relevant results. This session also uncovers some peculiarities in getting embeddings with AWS Bedrock and AWS SageMaker serverless inference for the abovementioned goals.

Mikhail Chumakov

Senior .Net Cloud Engineer at ACTUM Digital | AWS Community Builder

307

Workshop - Agentic AI with MCP and Strands SDK

Room: Room 3 - Breakout | Time: 15:00

In this hands-on workshop you will learn how to build agentic applications on AWS using the Model Context Protocol (MCP) and the AWS Strands SDK. We will cover the core concepts, how to define tools and capabilities, how to ground agents in enterprise knowledge, and how to orchestrate complex tasks securely. You will leave with practical examples you can adapt to your own use cases.

Szymon Kochański

Senior Solutions Architect @ AWS Frankfurt

Agenda

15:00 - 15:45 Breakout 5