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Lifelong Learning

Agent skill
1 skill

Continuous learning pipeline that captures session experiences, performs batch learning via GRPO, and transfers validated knowledge between System 1 and System 2 caches. Auto-activates when: session end, pattern discovery during routing, knowledge transfer triggers, manual /learn command. Triggers: learn, experience, knowledge, transfer, promote, demote, grpo, batch, pattern, skill development, growth, continuous improvement

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryGeneralStars0

About this skill

Continuous learning pipeline that captures session experiences, performs batch learning via GRPO, and transfers validated knowledge between System 1 and System 2 caches. Auto-activates when: session end, pattern discovery during routing, knowledge transfer triggers, manual /learn command. Triggers: learn, experience, knowledge, transfer, promote, demote, grpo, batch, pattern, skill development, growth, continuous improvement

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: e8065754ed3a34c3d31efd1e15372e579051a93140975c200ecdd8e37a2a4d63

About scan coverage and limitations

About this listing

Category
General
Reported license
Not specified
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Lifelong Learning | Agent Skills Atlas