Agents in Production: The Memory Problem

​Agent memory is a mess.

​Most teams are stitching together a vector store, a graph database, and some middleware - three systems to manage, three potential failure points, and no guarantees that any of it stays consistent. It works until it doesn't.

​In this meetup, we're looking at what it actually takes to solve this properly. Not a quick fix, not another abstraction layer - memory that's transactional, structured, and built into the database itself.

​We'll look show what that looks like in practice with Spectron, SurrealDB's brand new agent memory system. We'll also walk through a full-stack knowledge graph RAG system - end-to-end, real code, real trade-offs - plus a guest talk from LangChain, exploring _____.

​Hard questions welcome. Drinks & pizza on us.

​Talks

​Tobie Morgan Hitchcock (CEO, SurrealDB)
Spectron: What agent memory looks like when it's built into the database

​Martin (Solutions Engineer, SurrealDB)
Full-stack knowledge graph RAG with agentic memory

​LangChain speaker
TBC

​Agenda

• ​18:00 - Doors + drinks + pizza

• ​18:30 - Welcome

• ​18:35 - Talks + Q&A

• ​20:00 - Drinks + networking

• ​21:00 - Close

​About the speakers

​Tobie Morgan Hitchcock (CEO & Co-Founder, SurrealDB)

​Tobie Morgan Hitchcock is CEO & Co-Founder of SurrealDB, an AI-native, multi-model database for modern applications. A tech entrepreneur and software engineer with 17 years in the software and cloud-computing industries, he founded SurrealDB in 2021 with a focus on distributed databases and highly-available architectures.

​Martin Schaer (Solutions Engineer, SurrealDB)

​Martin is a computer science engineer working at SurrealDB and his own GenAI startup. He recently worked in lab automation designing declarative frameworks for instrument drivers, and his background spans everything from 3D visualisation for robotic systems to founding an advertising agency in Costa Rica.