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skill-wyattowalsh-agents-learn · by wyattowalsh

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Install

$ agentstack add skill-wyattowalsh-agents-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.

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About

Learn — Capture and Route Project Knowledge

Record corrections, insights, and patterns. Route them to the correct instruction file. Apply kaizen principles to keep instructions lean and effective.

Dispatch

| $ARGUMENTS | Action | |---|---| | "" | Route correction to appropriate instruction file | | review | Show pending learnings and their frequency | | promote | Promote high-frequency learnings (3+ occurrences) to instruction files | | audit | Check for stale, contradictory, or duplicate learnings | | Empty | Display usage summary |

References

| File | Purpose | |------|---------| | references/routing-rules.md | Decision tree for where to route instruction changes | | references/kaizen-principles.md | Error-proofing patterns, when to use hooks vs prose vs rules |

Routing Protocol

Route proposed updates to the correct target:

| Scope | Target | |-------|--------| | Cross-project conventions | instructions/global.md | | Language-specific tooling | Convention skill (python-conventions, etc.) | | Orchestration/parallelism | orchestrator skill body | | Project-specific standards | Project's AGENTS.md | | File-scoped enforcement | .claude/rules/.md | | Skill behavior | The skill's own SKILL.md |

Routing Decision Steps

  1. Determine the scope: does this apply to all projects or just one?
  2. If cross-project, does it relate to a specific language or tool?
  3. If language-specific, route to the corresponding convention skill
  4. If general, route to instructions/global.md
  5. If project-only, route to the project's AGENTS.md
  6. If file-scoped enforcement only, create a .claude/rules/ entry

Kaizen Principles

  1. Incremental > revolutionary — Smallest viable change, verify before next
  2. Poka-yoke — Prefer hooks/tooling over prose instructions (error-proof by design)
  3. Standards work — Follow existing patterns, document what works
  4. JIT — Build only what is needed, optimize when measured

Verification Checklist

  1. Verify against actual practice — confirm the pattern reflects real usage
  2. Check for contradictions with existing instructions
  3. Assess token impact — keep always-loaded content minimal
  4. Get user approval — never modify instruction files without consent
  5. Test the change — run python scripts/check.py after any instruction file edit

Critical Rules

  1. Never modify instruction files without explicit user approval
  2. Require 3+ corrections across 2+ sessions before promoting
  3. Check for contradictions with existing instructions
  4. Route to narrowest applicable scope (rule before skill, skill before global)
  5. Keep always-loaded content under token budget
  6. Run python scripts/check.py after every instruction file modification
  7. Prefer hooks/rules over prose (poka-yoke principle)

Canonical Terms

  • instruction file — any file that provides agent instructions (global.md, AGENTS.md, SKILL.md)
  • routing — the process of choosing the correct target file for a change
  • correction pattern — a repeated fix that indicates a missing or wrong instruction
  • token budget — the limit on always-loaded instruction content
  • scope — cross-project, language-specific, orchestration, project-specific, or file-scoped

Validation Contract

Run from this skill directory before declaring changes complete:

python scripts/check.py

Completion criteria:

  1. scripts/check.py exits 0.
  2. No portable-CLI violations remain under this skill directory.

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.

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Versions

  • v0.1.0 Imported from the upstream source.