continual-learning
Orchestrate continual learning by delegating transcript mining and AGENTS.md updates to agents-memory-updater.
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Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/cursor/plugins --skill continual-learning- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads continual-learning automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
Continual Learning
Keep AGENTS.md current by delegating the memory update flow to one subagent.
Trigger
Use when the user asks to mine prior chats, maintain AGENTS.md, or run the continual-learning loop.
Workflow
- Call
agents-memory-updater. - Return the updater result.
Guardrails
- Keep the parent skill orchestration-only.
- Do not mine transcripts or edit files in the parent flow.
- Do not bypass the subagent.
FAQ
What does the continual-learning skill do?
Orchestrate continual learning by delegating transcript mining and AGENTS.md updates to agents-memory-updater.
How do I install continual-learning?
Run npx skills add https://github.com/cursor/plugins --skill continual-learning in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/continual-learning/ (personal) or .claude/skills/continual-learning/ (project).
Which AI agents can use continual-learning?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is continual-learning safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains continual-learning?
It is published by cursor in cursor/plugins. It has 1,514 recorded installs.
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