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Memories With Lessons

Enables AI agents to remember user information and learn from past errors using a local knowledge graph with lesson management.

About

This tool enhances a memory server to enable AI agents to remember user information across chats. It leverages a local knowledge graph consisting of entities, relations, and observations for persistent memory. Furthermore, it incorporates a lesson system, allowing the AI to learn from past errors by storing error patterns, solution steps, and success rates. The server includes API tools for managing entities, relations, observations, and lessons, facilitating a more personalized and adaptive AI experience.

Key Features

  • Persistent knowledge graph storage for entities, relations, and observations.
  • Lesson management system for AI to learn from past errors.
  • API tools for creating, reading, updating, and deleting entities, relations, observations, and lessons.
  • Error pattern recognition and solution recommendation.
  • Success rate tracking for lessons to improve reliability.

Use Cases

  • Personalizing AI interactions based on remembered user data.
  • Enabling AI agents to learn from past mistakes and avoid repeating them.
  • Creating AI assistants that can provide tailored solutions based on learned error patterns.