Memory Systems for AI Agents: What the Research Says and What You Can Actually Build

The old short-term/long-term taxonomy doesn't capture what modern agent memory systems actually do. A new three-axis framework—Forms, Functions, and Dynamics—maps the design space from flat vector stores to RL-driven memory management. Here's what the research says and what you can build today.