self-improvement

name	self-improvement
description	Continuously improve AI workflows and capabilities. Use when reflecting on process, identifying friction, or after completing significant work.

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 Tako 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

Scope	Location	When
Personal	~/.claude/skills/	Your workflows only
Project	.claude/skills/	Team needs it
System	Update agent definitions	Core 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 Tako unnecessary here?"
• "What would the ideal workflow look like?"

Then build toward that.