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Outcome School · AI agents15 min read

by Amit Shekhar · 28 April 2026

AI Agent Memory

AI Agent Memory - why agents need it, the memory stack, the four core operations (write, read, update, forget), how memory flows at runtime, and the common mistakes.

2,913 words#ai-agent#llm#ai#machine-learning4 recall cards

AI Agent Memory
Read on Outcome School ↗then come back to lock it in
Before you read, guess

What are the four layers of the AI agent memory stack?

Ten seconds, a guess, then read — a wrong guess still makes the answer stick.

What this article covers

  1. The Big Picture
  2. Why AI Agents Need Memory
  3. The Memory Stack
  4. The Four Core Operations
  5. How Memory Flows at Runtime
  6. What to Store and What Not to Store
  7. Common Mistakes and How to Fix Them

The article lives on outcomeschool.com. Read it there, then come back: the tutor in the margin has read it and will answer questions, and the questions below check what stayed.

Before you go

In one sentence, what was this chapter about?

From memory, without scrolling up. Writing it is what makes it yours; the grade is only to show you what you had.

How sure?