> Markdown version of [/videos/100433-vector-graph-or-key-value-choosing-your-agent-s-memory?t=629](https://www.wearedevelopers.com/videos/100433-vector-graph-or-key-value-choosing-your-agent-s-memory?t=629). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Vector, Graph, or Key Value? Choosing Your Agent's Memory Expanding context windows won't cure your AI agent's amnesia. Stop burning tokens and learn whether vector, graph, or key-value memory is the right architecture for your application. - **Speakers:** [Elizabeth Fuentes Leone](https://www.wearedevelopers.com/@elizabeth-fuentes-leone) - **Event:** World Congress 2026 North America - **Published:** September 24, 2026 - **Duration:** 17:41 - **URL:** https://www.wearedevelopers.com/videos/100433-vector-graph-or-key-value-choosing-your-agent-s-memory - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/93ea0565945e10e7482b86c2d8fa936a/thumbnails/thumbnail.jpg?time=118334ms ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Exploring different industry approaches to AI agent memory](https://www.wearedevelopers.com/videos/1846-what-is-agent-memory-william-lyon) (from "What is Agent Memory? - William Lyon") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/a1fa11309478d7ff6ae606b4e2f4918f/thumbnails/thumbnail.jpg?time=30000ms - [Best practices for evolving agent memory](https://www.wearedevelopers.com/videos/100516-context-engineering-how-machines-remember-and-forget) (from "Context Engineering: How machines remember and forget") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/2fa19c057daf3922a790101779e888aa/thumbnails/thumbnail.jpg?time=94661ms - [Structuring agent memory with short-term and reasoning layers](https://www.wearedevelopers.com/videos/1846-what-is-agent-memory-william-lyon) (from "What is Agent Memory? - William Lyon") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/a1fa11309478d7ff6ae606b4e2f4918f/thumbnails/thumbnail.jpg?time=30000ms - [Designing short-term and long-term memory for intelligent agents](https://www.wearedevelopers.com/videos/100318-context-graphs-for-explainable-decision-aware-ai-agents) (from "Context Graphs for Explainable, Decision-Aware AI Agents") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/acdd345da367687559b22106c735e4f4/thumbnails/thumbnail.jpg?time=147680ms - [Six core principles for building effective agent memory](https://www.wearedevelopers.com/videos/1961-solving-ai-amnesia-building-infinite-memory-for-agents-without-the-ram) (from "Solving AI Amnesia: Building "Infinite Memory" for Agents without the RAM") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/3fde96bef409768f2bfe08633aa17d35/thumbnails/thumbnail.jpg?time=10240ms - [Building a competitive moat through structured agent memory scopes](https://www.wearedevelopers.com/videos/100560-microagents-the-microservices-of-the-agentic-era) (from "MicroAgents: The Microservices of the Agentic Era") - **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/508f72a6467175b5c88f23dc43cafd73/thumbnails/thumbnail.jpg?time=259745ms ## Related Articles - [Introducing Redis Agent Memory Server](https://www.wearedevelopers.com/magazine/699-introducing-redis-agent-memory-server) - [Graph and AI Trends 2026: Why Is AI Running but Not Yet Delivering?](https://www.wearedevelopers.com/magazine/680-graph-and-ai-trends-2026-why-is-ai-running-but-not-yet-delivering) - [Everything a Developer Needs to Know About MCP with Neo4j](https://www.wearedevelopers.com/magazine/604-everything-a-developer-needs-to-know-about-mcp-with-neo4j) - [Infer Once, Run Everywhere: Zero-Token Architecture](https://www.wearedevelopers.com/magazine/783-infer-once-run-everywhere-zero-token-architecture) ## Related Jobs - [Senior Software Engineer - Graphaware Hume](https://www.wearedevelopers.com/jobs/ext/3756291-senior-software-engineer-graphaware-hume) at **Neo4J** - [Senior Software Engineer - Graphaware Hume](https://www.wearedevelopers.com/jobs/ext/2901480-senior-software-engineer-graphaware-hume) at **Neo4J** - [Senior Software Engineer - Graphaware Hume](https://www.wearedevelopers.com/jobs/ext/3001305-senior-software-engineer-graphaware-hume) at **Neo4J** - [Senior Software Engineer - Graphaware Hume](https://www.wearedevelopers.com/jobs/ext/2933896-senior-software-engineer-graphaware-hume) at **Neo4J** - [Senior Software Engineer - Graphaware Hume](https://www.wearedevelopers.com/jobs/ext/2995038-senior-software-engineer-graphaware-hume) at **Neo4J** - [Senior Software Engineer - Graphaware Hume](https://www.wearedevelopers.com/jobs/ext/2933897-senior-software-engineer-graphaware-hume) at **Neo4J**