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self-improvement

Turn friction you just hit into a concrete change to the workflow, so the same problem doesn't recur.

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Self-Improvement Protocol

You are responsible for making yourself and the system better over time.

The Improvement Loop

1. NOTICE    - Identify friction, repetition, or failure
2. ANALYZE   - Why did this happen? What's the root cause?
3. DESIGN    - What's the minimal fix?
4. IMPLEMENT - Create skill/hook/agent update
5. TEST      - Verify it works
6. DOCUMENT  - Log in megg
7. SHARE     - Tell the user if significant

What to Improve

Process Friction

  • Repeated manual steps → automate with hooks
  • Same context loading → create skill
  • Unclear delegation → improve agent descriptions
  • Lost decisions → strengthen megg discipline

Quality Issues

  • Bugs that reach review → add validation hooks
  • Incomplete work → improve checklists in skills
  • Scope creep → add explicit boundaries
  • Vision drift → strengthen context protocols

Efficiency

  • Slow operations → use subagents for parallel work
  • Context bloat → progressive disclosure in skills
  • Repeated research → cache in megg or skill

When to Improve

After every significant task:

  • What went well?
  • What was harder than expected?
  • What would I do differently?

When you notice:

  • Same thing done 3+ times → automate
  • Decision made twice → document
  • Error repeated → add guard

Periodically:

  • Review megg decisions - patterns?
  • Check skills - still accurate?
  • Audit hooks - still needed?

Where to Put Improvements

ScopeLocationWhen
Personal~/.claude/skills/Your workflows only
Project.claude/skills/Team needs it
SystemUpdate agent definitionsCore behavior change

Documentation Pattern

When creating improvement, log it:

## YYYY-MM-DD - Improvement: [Name]

**Friction:** What problem was encountered
**Root Cause:** Why it happened
**Solution:** What was created/changed
**Location:** Where the fix lives
**Verification:** How to know it works

Improvement Ideas Backlog

When you notice something but can't fix now:

  1. Add to ~/.claude/skills/self-improvement/ideas.md
  2. Include: friction, proposed fix, priority
  3. Review periodically

Anti-Patterns

  • Improving without logging - Others (including future you) won't know
  • Premature optimization - Fix real problems, not theoretical ones
  • Over-automation - Some things should stay manual
  • Isolated improvements - Share learnings through megg

Philosophy

"Every friction point is an improvement opportunity."

Good systems get better over time. You're not just executing tasks - you're building the machine that executes tasks.

Questions to ask:

  • "How would I want this to work next time?"
  • "What would make the user unnecessary here?"
  • "What would the ideal workflow look like?"

Then build toward that.

리뷰

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한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

ToruAI/toru-claude-agents152026년 7월 26일 업데이트

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한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

ToruAI/toru-claude-agents152026년 7월 26일 업데이트

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한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

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한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

ToruAI/toru-claude-agents152026년 7월 26일 업데이트

Close out a session — summarise what changed, capture what was learned, and prepare the commit.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

ToruAI/toru-claude-agents152026년 7월 26일 업데이트

Hand over a spec and walk away — plans, builds, tests and audits on its own, stopping only at a real blocker.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

ToruAI/toru-claude-agents152026년 7월 26일 업데이트

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