continual-learning
cursor/plugins
Orchestrate continual learning by delegating transcript mining and AGENTS.md updates to a subagent.
What is continual-learning?
Continual Learning keeps your AGENTS.md file current by delegating memory updates to the agents-memory-updater subagent. Use this when you need to mine prior chat transcripts, maintain agent documentation, or run the continual-learning loop.
- Delegates transcript mining to agents-memory-updater subagent
- Orchestrates AGENTS.md file updates
- Maintains parent skill as orchestration-only
- Prevents direct file editing in parent flow
- Ensures subagent handles all memory update logic
How to install continual-learning
npx skills add https://github.com/cursor/plugins --skill continual-learning- agents-memory-updater subagent installed and available
How to use continual-learning
- 1.Invoke the continual-learning skill when user requests transcript mining or AGENTS.md updates
- 2.The skill calls agents-memory-updater with the request
- 3.Await the subagent result
- 4.Return the updater result to the user
Use cases
- Mining insights from prior chat transcripts to update agent memory
- Keeping AGENTS.md synchronized with current agent capabilities
- Running automated continual-learning loops to refresh agent documentation
- Delegating memory maintenance tasks to a specialized subagent
- Maintaining clean separation between orchestration and implementation
- Developers managing multi-agent systems
- Teams maintaining agent documentation
- Users running automated memory update workflows
- Anyone needing to keep agent knowledge bases current
continual-learning FAQ
It acts as an orchestrator that delegates all transcript mining and AGENTS.md updates to the agents-memory-updater subagent, keeping the parent flow clean and focused.
No. The skill is orchestration-only by design. All file editing and transcript mining must be delegated to agents-memory-updater.
Use it when the user asks to mine prior chats, maintain AGENTS.md, or run the continual-learning loop.
The skill will fail since it depends entirely on the subagent. Ensure agents-memory-updater is installed before using this skill.
Full instructions (SKILL.md)
Source of truth, from cursor/plugins.
name: continual-learning
description: Orchestrate continual learning by delegating transcript mining and AGENTS.md updates to agents-memory-updater.
disable-model-invocation: true
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.
Related skills
More from cursor/plugins and the wider catalog.
control-cli
Build local harnesses to drive, inspect, and profile interactive CLIs and TUIs without external services.
control-ui
Build local browser automation harnesses to verify UI behavior, capture screenshots, and reproduce bugs.
create-verification-skill
Generate a project-local verification skill that automates testing your app the way a user does.
deslop
Remove AI-generated code slop and clean up code style to match your codebase standards.
figure-it-out
Design auditable playbooks for complex tasks when no narrower skill fits.
fix-ci
Diagnose and fix failing PR checks with iterative, focused solutions.