Agents in Production: The Memory Problem
1 attendee from 2 groups hosting
Hosted by Futures Forum: Agents & Data Meetup
Details
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.
Hard questions welcome. Drinks & pizza on us.
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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
Igor Repka (Solutions Architect, LangChain)
Details coming soon!
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Agenda
- 18:00 - Doors + drinks + pizza
- 18:30 - Welcome
- 18:35 - Talks + Q&A
- 20:00 - Drinks + networking
- 20:30 - Close
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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.
FAQs
Is the venue accessible?
Absolutely! There is a lift that takes you up to Level 4 where the event is held.
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 Code of Conduct and Privacy Policy for more information. It is compulsory for all attendees to be registered with a first and last name in order to attend. Any attendees who do not adhere to these requirements will be refused a ticket.

