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Agent Memory & Context Graphs

How AI agents remember: working, episodic, semantic, and procedural memory, the limits of the context window, retrieval, and the knowledge graph as the long-term semantic store. The architecture behind agents that do not forget.

agent memoryAI engineers, agent builders, platform leads shipping LLM agents
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Why Your AI Agent Keeps Forgetting – Cognilium AI
PillarFoundational guide

Why Your AI Agent Keeps Forgetting

Your agent does not have a memory problem. It has a memory architecture problem. The four kinds of agent memory, where each one lives, and why a context window was never going to be enough.

Muhammad Mudassir12 minJun 23, 2026
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Cognilium engineers ship the architectures behind these articles for enterprise teams. If you're mid-build on agent memory & context graphs, talk to us.