Guide for implementing continual learning in AI coding agents — hooks, memory scoping, reflection patterns. Use when setting up learning infrastructure for agents.
Install
npx skills add microsoft/skills --skill continual-learningnpx skills add microsoft/skills --skill continual-learning -a claude-code -gnpx skills add microsoft/skills --skill continual-learning -a codex -ggemini skills install https://github.com/microsoft/skills.git --path .github/skills/continual-learninggh skill install microsoft/skills continual-learninggit clone --depth 1 https://github.com/microsoft/skills /tmp/microsoft__skills
mkdir -p ~/.claude/skills ~/.agents/skills
cp -R /tmp/microsoft__skills/.github/skills/continual-learning ~/.claude/skills/continual-learning # Claude Code
cp -R /tmp/microsoft__skills/.github/skills/continual-learning ~/.agents/skills/continual-learning # Codex, Cursor, Gemini CLI, Copilot, OpenCode