Agent Memory: Why Your AI Has Amnesia and How to Fix It
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AI agents suffer from amnesia because they rely solely on context windows, which are volatile, expensive, and stateless. The solution is persistent agent memory built on four types drawn from cognitive science: working, procedural, semantic, and episodic. Production memory systems combine vector stores for semantic retrieval,
Table of contents
Key TakeawaysWhat Is Agent Memory and Why Does Your AI Agent Need It?Why Bigger Context Windows Aren’t the AnswerThe Concept: A Mental Model for Agent MemoryThe Landscape: Frameworks and Open-Source LibrariesThe Deep Dive: How Agent Memory Actually WorksThe four memory operationsThe Enterprise Reality: What Changes at ScaleThe Implementation: Building Agent Memory with LangChain and OracleThe Perspective: Where This Is HeadingFrequently Asked QuestionsSort: