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continual-learning

ai-tools

A guide for building persistent memory into AI coding agents. It covers hook-based capture, two-tier storage (global and project-local), reflection patterns, and compaction rules so agents carry knowl

Setup & Installation

npx skills add https://github.com/microsoft/continual-learning --skill continual-learning
or paste the link and ask your coding assistant to install it
https://github.com/microsoft/continual-learning
View on GitHub

What This Skill Does

A guide for building persistent memory into AI coding agents. It covers hook-based capture, two-tier storage (global and project-local), reflection patterns, and compaction rules so agents carry knowledge forward across sessions. Without this, every agent session starts from zero — corrections, conventions, and failure patterns all disappear, so the same mistakes repeat indefinitely.

When to use it

  • Working with continual learning functionality
  • Implementing continual learning features
  • Debugging continual learning related issues