learning-loop-capture

name	learning-loop-capture
description	Use at task handoff, milestone review, or after implementation when project lessons may be reusable for future apps, toolkit docs, AGENTS/CLAUDE instructions, skills, or templates.

Learning Loop Capture

Use this skill to decide whether a project lesson should improve the toolkit.

Capture Triggers

• A pattern worked well and should be reused.
• A setup mistake caused friction.
• An instruction rule prevented or caused a problem.
• A service, feature, config, UX, testing, or deployment pattern became clearer.
• A workflow or token-use practice should influence future projects.

Workflow

1. Read references/continuous-learning-loop.md; fall back to docs/foundation/continuous-learning-loop.md when installed.
2. Decide whether the learning is project-specific or reusable.
3. Classify it: Product, UX, Architecture, Data, Testing, Security, Workflow, Tooling, or Token Use.
4. Promote only lessons likely to apply to at least two future projects or prevent repeated setup mistakes.
5. Propose updates to Notion, docs, skills, templates, or custom agents.
6. Keep private/project-specific details out of public toolkit material.

Handoff Snippet

Reusable toolkit learning:
- Learning:
- Applies to future projects:
- Suggested toolkit update: