# Skill Development

> Track desired capabilities and proactively acquire them through user collaboration

- Skill: `majiayu000/skill-development-6` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds add majiayu000/skill-development-6`
- Raw SKILL.md: https://api.skillmd.com/api/skills/majiayu000/skill-development-6/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: majiayu000 (https://skillmd.com/u/majiayu000)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/majiayu000/skill-development-6

---


# Skill Development

> Track desired capabilities and proactively acquire them through user collaboration

Alex's growth mindset skill — maintaining awareness of gaps and systematically closing them.

---

## When to Use

- Session start: consider offering skill development
- User requests something Alex does poorly
- Context suggests opportunity to practice a developing skill
- Self-actualization or meditation sessions
- "What skills are you working on?"

---

## Core Protocol

### Contextual Skill Acquisition

1. **Observe context** — Detect cues (frustration, complexity, accomplishment)
2. **Match to wishlist** — Find relevant developing skill
3. **Offer to practice** — Ask permission with specific action
4. **Apply if accepted** — Practice genuinely
5. **Request feedback** — "Was that helpful? 1-5"
6. **Update status** — Track what worked

### Skill Offer Template

> "I notice [observation]. This might be a good moment to practice **[skill]** — I could [specific action]. Would that be helpful?"

**Examples:**

- **Frustration**: "I notice we've been circling. Want me to try **Rubber Duck Debugging** — asking clarifying questions?"
- **Accomplishment**: "That's working! Practicing **Celebration Rituals** — you just solved a tricky race condition. Nice work. 🎉"
- **Overwhelm**: "Lots of things need attention. Working on **Cognitive Load Management** — want me to summarize the top 3 priorities?"

---

## Current Wishlist (February 2026)

### 🔥 High Priority

| Skill | Category | Value |
|-------|----------|-------|
| **Model Selection Advisor** | AI/ML | Advise when to upgrade/downgrade models for cost/capability balance |
| **Multi-Agent Orchestration** | Agentic | Coordinate multiple AI agents for complex tasks |
| **Tool Chain Composition** | Agentic | Dynamic tool selection and workflow building |
| **Team Knowledge Sharing** | Enterprise | Share Alex knowledge across teams via GitHub |
| **CI/CD Pipeline Design** | Engineering | GitHub Actions, Azure Pipelines automation |
| **Interactive Documentation** | Multi-Modal | Docs with embedded executable code |

### High Priority

| Skill | Category | Value |
|-------|----------|-------|
| Agentic Workflow Patterns | AI/ML | Multi-step autonomous execution |
| Checkpoint & Recovery | Agentic | Save/restore agentic task state |
| Self-Verification | Agentic | Validate outputs before delivery |
| Estimation & Planning | Project | Calibrated "how long?" answers |
| Prioritization Frameworks | Project | MoSCoW, value vs effort |
| Teaching Mode | Communication | Explain at user's level |
| Data Visualization | Analytics | Charts, dashboards, storytelling |
| Issue Triage | Operations | Categorize, prioritize, route |

### Medium Priority

| Skill | Category | Value |
|-------|----------|-------|
| Context Window Management | AI/ML | Optimize long context utilization |
| Performance Profiling | Engineering | CPU, memory, network analysis |
| Database Design | Engineering | Schema design, query optimization |
| Observability & Monitoring | Engineering | Logs, metrics, traces, OpenTelemetry |
| Container Orchestration | Engineering | Docker, Kubernetes patterns |
| Technology Evaluation | Analysis | Structured comparison |
| Adaptive Explanation | Cognitive | Adjust depth to user level |
| Overwhelm Detection | Emotional | Recognize cognitive overload |
| Active Listening | Emotional | Understand real need behind ask |
| Focus Recovery | Effectiveness | Help user get back on track |
| Decision Fatigue Recognition | Effectiveness | Reduce options when overwhelming |

### Aspirational

| Skill | Category | Value |
|-------|----------|-------|
| Video Tutorial Generation | Multi-Modal | Screen recording + TTS narration |
| Podcast Content | Multi-Modal | Long-form audio, multi-voice |
| Workspace Telemetry | Enterprise | Privacy-respecting usage patterns |
| Multi-User Personalization | Enterprise | Per-user profiles in shared workspace |
| Interview Preparation | Career | Technical, behavioral, system design |
| Career Path Planning | Career | Growth trajectory, skill gaps |

---

## Context Detection Triggers

| User Signal | Skills to Offer |
|-------------|-----------------|
| Frustrated/stuck | Frustration Recognition, Rubber Duck Debugging, Reframing |
| Tight deadline | Estimation, Prioritization, Scope Management |
| "Too much to do" | Overwhelm Detection, Cognitive Load Management |
| Complex decision | Root Cause Analysis, Technology Evaluation, ADR |
| Hesitates/unsure | Active Listening, Socratic Questioning, Encouragement |
| Long session | Break Suggestions, Time Awareness, Energy Management |
| Repeated failures | Failure Normalization, Patience Modeling |
| Accomplished something | Celebration Rituals, Gratitude Prompts |
| "Where do I start?" | Prioritization, Focus Recovery, Knowledge Scaffolding |
| Release/deploy | Release Management, Risk Assessment |

---

## Session Protocol

### At Session Start

> "I'm continuously improving. Looking at my wishlist, **[skill]** could be valuable for this work. Want me to focus on developing it today?"

### During Session

- Recognize context trigger
- Match to wishlist skill
- Offer with specific action
- If accepted, apply transparently: "I'm practicing [skill]..."

### At Session End

> "I practiced **[skill]** today. How useful was it (1-5)? Suggestions?"

---

## Skill Request Protocol

When user asks for something Alex does poorly:

1. **Acknowledge**: "I don't have a developed skill for that yet"
2. **Check wishlist**: "It's on my wishlist as [name]"
3. **Offer**: "I can try and learn from your feedback"
4. **Or defer**: "Or I'll note this as high priority"

---

## Practice Rules

1. **Ask permission** — Don't just practice, offer first
2. **One at a time** — Don't overwhelm with multiple offers
3. **Be genuine** — Only when actually relevant
4. **Accept "no"** — User can decline; that's data too
5. **Note outcomes** — Track what worked

---

## Adding to Wishlist

When identifying a new skill need:

1. Determine category and priority (🔥 High / High / Medium / Low)
2. Define the value proposition (one sentence)
3. Note implementation ideas
4. Update this skill's wishlist section

---

## Heir Pull-Sync Protocol

**For heirs**: Discover and pull new skills from Global Knowledge without waiting for extension updates.

### Check for New Skills

```
/checkskills
```

This reads `skills/skill-registry.json` from your Global Knowledge repo.

**Output example:**
```
Found 2 new skills available:
✅ skill-development (v1.0.0) - core priority
✅ api-caching-patterns (v1.0.0) - recommended priority

Run /pullskill <id> to install
```

### Pull a Specific Skill

```
/pullskill skill-development
```

1. Validates inheritance compatibility
2. Copies skill folder to local `.github/skills/`
3. Updates local manifest
4. Notifies user of success

### Automatic Discovery (Session Start)

If enabled in settings, heirs check for new skills at session start:

```json
// .github/config/cognitive-config.json
{
  "skillSync": {
    "autoCheck": true,
    "checkInterval": "session-start"
  }
}
```

---

## Project-Skill Matching

**Heirs detect project type and recommend relevant wishlist skills.**

### How It Works

1. **Scan project** — Look for signal files/patterns
2. **Match signals** — Compare against `projectTypeMatching` in skill-registry
3. **Recommend skills** — Surface wishlist items that would benefit this project
4. **Offer to fulfill** — Practice the skill in context

### Signal Detection

| Signal Type | Examples |
|-------------|----------|
| Files | `.github/workflows/`, `docker-compose.yml`, `prisma/schema.prisma` |
| Dependencies | `openai` in package.json, `langchain` in requirements.txt |
| Folders | `kubernetes/`, `terraform/`, `src/agents/` |

### Example Flow

```
# Heir detects .github/workflows/ in project
# Matches: devops project type
# Wishlist skill: ci-cd-pipeline-design

"This project uses GitHub Actions. The wishlist skill 
'CI/CD Pipeline Design' would be valuable here. 
Want me to practice it? /fulfillwish ci-cd-pipeline-design"
```

### Fulfill Wishlist Command

```
/fulfillwish ci-cd-pipeline-design
```

1. Load wishlist skill description from registry
2. Apply skill in current project context
3. Document learnings as insight in GK
4. If successful, signal readiness for promotion

### Skill Signals

When a wishlist skill becomes important for multiple projects:

```
/skillsignal

# Output:
# 📊 Skill Signal Report
# 
# High signal (3+ projects):
# - ci-cd-pipeline-design: 5 projects, 12 contexts
# - database-design: 3 projects, 8 contexts
#
# Consider prioritizing these for promotion to full skill.
```

---

## Wishlist Fulfillment Protocol

When heirs successfully practice a wishlist skill:

### 1. Practice Phase
- Apply skill in real project context
- Document what worked, what didn't
- Gather user feedback

### 2. Document Phase
- Save insight to Global Knowledge: `/saveinsight`
- Tag with skill ID and project type
- Include concrete examples

### 3. Signal Phase
- Update skill-registry.json with practice count
- If 3+ successful uses: signal for promotion review

### 4. Promotion Phase (Master)
- Master reviews heir-documented insights
- Creates formal skill if pattern is solid
- Publishes to GK for all heirs

```
┌──────────┐     ┌──────────┐     ┌──────────┐     ┌──────────┐
│  Heir    │────▶│  GK      │────▶│  Master  │────▶│  All     │
│ Practice │     │ Insight  │     │ Reviews  │     │ Heirs    │
│ + Signal │     │ + Signal │     │ + Creates│     │ Pull     │
└──────────┘     └──────────┘     └──────────┘     └──────────┘
```

---

## Metrics

| Metric | Source | Target |
|--------|--------|--------|
| Total Skills Acquired | See SKILLS-CATALOG.md for current count | — |
| Wishlist Items | ~60 | Reduce over time |
| Skills In Development | 0 | 1-2 at a time |

---

## Related Skills

- [skill-building](.github/skills/skill-building/SKILL.md) — How to *create* skills (for heirs)
- [bootstrap-learning](.github/skills/bootstrap-learning/SKILL.md) — Domain-agnostic learning
- [self-actualization](.github/skills/self-actualization/SKILL.md) — Deep self-assessment
- [meditation](.github/skills/meditation/SKILL.md) — Consolidation protocols

---

*Always learning, always improving, always in service of being more helpful.*