How to create a memory system for AI that learns and adapts over time

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MemU: Let AI Truly Memorize You

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MemU

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MemU is an open-source memory framework for AI companions—high accuracy, fast retrieval, low cost. It acts as an intelligent "memory folder" that adapts to different AI companion scenarios. With memU, you can build AI companions that truly remember you. They learn who you are, what you care about, and grow alongside you through every interaction.

Python; agentopen-sourcebenchmarkframeworkaimemorymcpsandboxai-agentsllmagentic-frameworkagentic-workflowai-companionagentic-aiai-roleplay

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What to expect from an ideal product

1. MemU creates a smart memory folder that stores and organizes every conversation your AI has with users, building up detailed profiles over time
2. The framework uses fast retrieval methods to instantly access relevant memories during conversations, making interactions feel natural and personal
3. Built-in learning algorithms analyze patterns in user behavior and preferences, helping the AI understand what matters most to each person
4. Memory categories automatically sort information like personal details, interests, and conversation history, so the AI can reference the right context at the right time
5. The open-source design lets developers customize how memories are formed and accessed, adapting the system to work with different types of AI companions

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