Build Scalable Memory for LLMs with Graphs and Vectors

Turn SurrealDB into your AI app’s long-term memory - combining graph links and vector search for smarter, evolving LLM agents.

By SurrealDB

Date and time

Location

Online

Agenda

8:00 PM - 9:00 PM

Build Scalable Memory for LLMs with Graphs and Vectors

In this session, we explore how combining graph-linked facts and vector embeddings creates a persistent memory layer for LLM apps, unifying search and reasoning to power adaptive, agentic workflows.

About this event

  • Event lasts 1 hour

Most retrieval-augmented systems stop at search. But agents and copilots need structured, persistent memory to reason, adapt, and evolve over time. That’s where knowledge graphs come in.

In this session, we’ll show how to turn SurrealDB into a long-term memory layer for your LLM apps, combining graph and vector data to power richer context, better decisions, and true agentic workflows.

In this online workshop, you’ll learn how to:

  • Store persistent memories with graph-linked facts
  • Perform similarity search and structured reasoning in one query
  • Use vector embeddings and graph hops inside SurrealDB
  • Build a memory model that evolves alongside your app We’ll walk through practical patterns and show how SurrealDB collapses graph, vector, and relational data into a single memory substrate for next-gen AI.

Agenda

  • Welcome & introductions – 10 minutes
  • Building Memory with Graphs + Vectors in SurrealDB – 40 minutes
  • Q&A – 10 minutes

👉 New to SurrealDB? Get started here.

🗣️ Speaker opportunities - submit your talk!Working on an interesting project that you would like to share with the community? Submit here.

Frequently asked questions

Is this event for me?

SurrealDB events are for software engineers, developers, architects, data scientists, data engineers, or any tech professionals keen to discover more about SurrealDB: a scalable multi-model database that allows users and developers to focus on building their applications with ease and speed.

Am I guaranteed a ticket at this event?

Our events are tech-focused and in the interest of keeping our events relevant and meaningful for those attending, tickets are issued at our discretion. We therefore reserve the right to refund ticket orders before the event and to request proof of identity and/or professional background upon entry.

Are there any House Rules?

At SurrealDB, we are committed to providing live and online events that are safe and enjoyable for all attending. Please review our website for more information: https://surrealdb.com/legal/code-of-conduct

Tags

Organised by

SurrealDB

SurrealDB is a scalable multi-model database that allows users and developers to focus on building their applications rather than architecting and managing their infrastructure. We love to create informative, inclusive and fun meetups for the tech community.

FreeJul 16 · 12:00 PDT