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SKILL verified MIT Self-run

10 Learn

skill-ai-driven-dev-framework-10-learn · by ai-driven-dev

Capture durable project learnings from the conversation or the project's git history and route them to memory, a decision record, a rule, or a new skill. Use when the user asks to capture, record, or remember a decision, a convention, or a lesson, or to distill what recent work taught. Scores each candidate and confirms before writing. Not for personal or AI preferences, routine edits, or anythin…

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Install

$ agentstack add skill-ai-driven-dev-framework-10-learn

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
no reviews yet
2mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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About

Learn

Turns what a piece of work taught into the project's lasting context. It reads a source, scores each lesson, asks the user what to do with each, and writes only what the user approves.

Actions

| # | Action | Role | Input | | --- | -------- | ------------------------------------------------------ | ----------------- | | 01 | gather | Pick a source and collect candidate lessons | the trigger | | 02 | assess | Score each lesson, propose a destination, ask the user | the candidates | | 03 | write | Write the approved lessons to their destinations | the approved plan | | 04 | sync | Refresh the memory block in every context file | the written files |

Order: 01 → 02 → 03 → 04. Run each action's ## Test before the next. When nothing is worth learning, 01 exits and the rest is skipped.

Destinations

  • Memory. A fact or convention. Update the matching memory file.
  • Decision. A choice with a rationale. A record in aidd_docs/memory/internal/decisions/, written from the decision template.
  • Rule. A convention to enforce. Handed to the rule generator, never written here.
  • Skill. A reusable workflow. Handed to the skill generator, never written here.

Transversal rules

  • Ask before you write. For every lesson, show its score and proposed destination, and let the user keep it, move it, or skip it. Write nothing anywhere until the user answers.
  • Default to not capturing. The score is the brake. Recommend the bar at 6 of 10.
  • Learn needs an existing memory bank. If aidd_docs/memory/ is absent, route to the project-memory skill, do not scaffold here.
  • Capture the user's project, never AIDD's own scaffold.
  • Touch only what a lesson affects. Preserve the user's edits. Write files, never display their content.

Assets

  • assets/decision-template.md: the decision record format.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.