--- title: "SurrealDB Stream #36 - Why your AI agent forgets everything (and what we built to fix it) | Livestream | SurrealDB" description: "Most AI agents can reason. Most can act. Most of them still can't remember - not properly.\n\nOn Thursday 23 April, join Tobie Morgan Hitchcock and Matthew Penaroza for the first look at Spectron: SurrealDB's agent memory layer. A structured context layer built directly into the database, not patched together on top of it.\n\nThis is a code-first session - expect real queries, honest conversation, and a genuine look at what it actually takes to give your agents persistent, structured memory.\n\n🔎 What we'll cover:\n\n• Why agent memory is broken - the fragmented memory tax, what it costs you in production, and why middleware isn't the answer\n• What Spectron is - knowledge graphs, entity extraction, temporal facts, and hybrid retrieval, all inside SurrealDB in a single ACID transaction\n• What it means for agentic systems - shared memory across agents, context that persists across sessions, and a layer your stack can actually rely on\n• Live code - Tobie shows how it works in practice\n\n🔗 Links:\nsurrealdb.com/platform/spectron" url: https://surrealdb.com/events/lkADOrn3l-4 --- # SurrealDB Stream #36 - Why your AI agent forgets everything (and what we built to fix it) Livestream · Aired Thursday, April 23 at 4:06 PM GMT+1 ``` Most AI agents can reason. Most can act. Most of them still can't remember - not properly. On Thursday 23 April, join Tobie Morgan Hitchcock and Matthew Penaroza for the first look at Spectron: SurrealDB's agent memory layer. A structured context layer built directly into the database, not patched together on top of it. This is a code-first session - expect real queries, honest conversation, and a genuine look at what it actually takes to give your agents persistent, structured memory. 🔎 What we'll cover: • Why agent memory is broken - the fragmented memory tax, what it costs you in production, and why middleware isn't the answer • What Spectron is - knowledge graphs, entity extraction, temporal facts, and hybrid retrieval, all inside SurrealDB in a single ACID transaction • What it means for agentic systems - shared memory across agents, context that persists across sessions, and a layer your stack can actually rely on • Live code - Tobie shows how it works in practice 🔗 Links: surrealdb.com/platform/spectron ``` THE PLATFORM ## Everything an application and its agents know. Five surfaces, one engine. Database Document, graph, vector, time-series and relational in one engine. ![Five data models as dotted tiles: documents, graph, vector, time-series and relational](https://surrealdb.com/assets/static/platform-database.DUdumYDz.avif) Read more [Database](https://surrealdb.com/surrealdb) Agent Memory What an agent learns, with its source and its time, in the same engine. ![A timeline of remembered facts, each with its source](https://surrealdb.com/assets/static/platform-agent-memory.Cvv8D5Wl.avif) Read more [Agent Memory](https://surrealdb.com/agent-memory) Cloud Managed clusters in the regions you choose, scaled on demand. ![Clusters in three regions on a world map, each running or scaling](https://surrealdb.com/assets/static/platform-cloud.--QZnaVi.avif) Read more [Cloud](https://surrealdb.com/cloud) Studio Query, explore and design the schema from the browser. ![A SurrealQL query in Studio and the schema graph under it](https://surrealdb.com/assets/static/platform-studio.7ykBFNLq.avif) Read more [Studio](https://surrealdb.com/studio) MCP Every model that speaks MCP reaches the database and the memory directly. ![Three models connected through MCP to the database and Agent Memory](https://surrealdb.com/assets/static/platform-mcp.D_oH0_wm.avif) Read more [MCP](https://surrealdb.com/mcp) IN PRODUCTION ## Trusted at scale. Samsung, Nvidia, Verizon, Tencent, and Walmart run on SurrealDB. 14,000+ Developers building on SurrealDB Cloud 4M+ Developers building on SurrealDB worldwide FROM THE TEAMS > SurrealDB gives us a foundation where we can unify semantic search, knowledge graphs, and AI-driven decision making without stitching together multiple systems. Collapsing responsibility into SurrealDB has become our default engineering posture. *Justin Foley* VP of Engineering, Later GET STARTED ## Start building with SurrealDB. One data layer for AI, from object storage to agent memory. [Start free with SurrealDB](https://studio.surrealdb.com/current/instances/deploy) [View other events](https://surrealdb.com/events) ![ISO 27001](https://surrealdb.com/assets/static/iso.BzQy4FFy.svg) ![AICPA SOC 2 Type 2](https://surrealdb.com/assets/static/aicpa-soc.CE_YjqhK.svg) ![Cyber Essentials](https://surrealdb.com/assets/static/cyber-essentials.CtbmbYfL.svg) ![GDPR](https://surrealdb.com/assets/static/gdpr.IadR7loS.svg) ![Cyber Essentials Plus](https://surrealdb.com/assets/static/cyber-essentials-plus.Cl5P05xe.svg) ```json {"@context":"https://schema.org","@type":"Event","name":"SurrealDB Stream #36 - Why your AI agent forgets everything (and what we built to fix it)","description":"Most AI agents can reason. Most can act. Most of them still can't remember - not properly.\n\nOn Thursday 23 April, join Tobie Morgan Hitchcock and Matthew Penaroza for the first look at Spectron: SurrealDB's agent memory layer. 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