Don’t Prompt Harder. Architect Smarter!

​We are very excited to invite you to this new master class about RAG and AWS.

​​Are you tired of endlessly tweaking prompts and getting unpredictable results? It’s time to stop treating LLMs like magic boxes and start building real, inspectable systems. In this 2-hour workshop, you’ll learn how to architect AI agents that reason over your data using Retrieval-Augmented Generation (RAG) with Neo4j and AWS.

​​We’ll dive into Python and the neo4j-graph-rag library to build RAG pipelines that connect LLMs to both structured and unstructured data, organized as a knowledge graph.

​​You’ll learn how to structure your content and vector store to make your agent workflows transparent and testable. See exactly what’s being retrieved, trace reasoning paths, and iterate with real feedback—not guesswork.

​​Then we’ll walk through an agentic example where your LLM does more than generate text—it queries the graph, interprets context, and makes traceable decisions. We'll even use the new vector search and index functionality in Neo4j with Bedrock for semantic search.

​​By the end, you’ll know how to build intelligent, production-ready AI systems that behave the way you expect—and improve over time. You will learn about building machine learning pipelines with Neo4j and Amazon Bedrock.

​Come prepared, and technical experts will help you build the project.

​Pre-Workshop Checklist
⦿ Familiarity with Python and basic LLM concepts
⦿ Python 3.10+ environment
⦿ Access to a Neo4j sandbox or local instance

​Space is limited. Make sure to register early.

​Agenda 

• ​5:00 pm: Open Doors

• ​5:30 pm- 6:30 pm: 1st half of the Workshop

• ​6:30 pm: break with Pizza and Soft Drinks 

• ​7:00 pm - 8:00 pm: 2nd half of the Workshop

• ​8:00 pm: Networking 

• ​8:30 pm: Closing

​Location:
AWS GenAI loft, 525 Market Street, 2nd Floor Courtyard Entrance, San Francisco
Attendees should enter via the courtyard entrance (up the stairs by the circular water fountain).

​All guests must present a valid and physical government-issued ID - this is mandatory with no exceptions.