super-skills（超级技能）

Super Skills

Quick Reference

┌─────────────────────────────────────────────────────────────┐
│  🎯 Core: Understand → Plan → Execute → Iterate             │
│  🚨 Rule: Problem → Analyze → Solve → Continue (NEVER WAIT) │
│  📊 Complexity: 4-8 Direct | 9-14 Staged | 15-20 Iterative  │
└─────────────────────────────────────────────────────────────┘

Core Philosophy

Workflow

UNDERSTAND ──→ PLAN ──→ EXECUTE ──→ ITERATE
    │            │          │          │
 Multi-layer  Task       Search &   Feedback
 Analysis     Breakdown  Install    Adjustment
 Complexity   Risk ID    Checkpoint Optimize

Phase 1: Understanding

1.1 Multi-Layer Analysis

understanding:
  surface:    # Literal meaning
    request: "{user's exact words}"
    keywords: [key terms]

  intent:     # True intent
    goal: "{what user really wants}"
    success: "{success criteria}"

  context:    # Environment
    env: "{OS/language/framework}"
    constraints: "{time/resources/permissions}"

  hidden:     # Unstated needs
    assumptions: "{implicit assumptions}"
    edge_cases: "{boundary conditions}"

1.2 Requirement Handling

1.3 Complexity Score

Dimensions (1-5 each):
  technical + scope + uncertainty + dependencies = total

Strategy:
  4-8   → Direct execution
  9-14  → Staged verification
  15-20 → Iterative prototyping

1.4 Clarification

Confidence ≥70%: State assumptions → Continue → Leave adjustment points
Confidence <70%: Provide options for user to choose (NO open-ended questions)

Phase 2: Planning

2.1 Task Structure

task:
  id: 1
  name: "{task name}"
  capability: "{capability type}"
  input: [required inputs]
  output: "{type/format}"
  depends_on: [prerequisite task IDs]
  timeout: "30s"
  retries: 3
  validation: "{success condition}"
  fallback: "{alternative approach}"

2.2 Dependency Graph

[1:Setup] → [2:Auth] → [3:Fetch] ─┐
                                  ↓
[4:Process] ← [5:Transform] ← [6:Parse]
     ↓
[7:Output]

Critical Path: 1→2→3→6→5→4→7
Parallel Opportunities: Independent tasks can run concurrently

2.3 Capability Map

✅ Built-in | ⚠️ Complex | ❌ Skill required

Phase 3: Skill Acquisition

# Search priority
1. npx skills find {service_name}      # Exact match
2. npx skills find {capability} {domain}  # Combined
3. https://skills.sh/                  # Browse

# Install
npx skills add <skill> -g

# On failure: Switch registry → Manual clone → Inline implementation

Evaluation Criteria

Phase 4: Risk & Resilience

4.1 Risk Matrix

4.2 Resilience Patterns

retry:           max=3, backoff=exponential
circuit_breaker: threshold=5, recovery=60s
timeout:         connect=10s, read=30s, total=120s
fallback:        cache | default | skip

4.3 Checkpoints

checkpoint:
  trigger: after_each_task
  content: [task_id, state, data, timestamp]
  recovery: Load checkpoint → Validate → Resume from failure point

Phase 5: Execution

5.0 🚨 Problem Solving (CRITICAL)

On problem → Analyze → Solve → Continue. NEVER pause waiting.

Problem → Diagnose type → Analyze cause → Try solutions by priority → Continue
                                          ↓
                            Plan A fails → Plan B → Plan C → Degraded solution

Auto-Fix Table

Mindset

forbidden:
  - "I encountered a problem and need your help"
  - "Execution paused, waiting for instructions"

required:
  - "Encountered X issue, trying Y solution"
  - "Plan A failed, switching to Plan B"
  - "Problem resolved, continuing execution"

Escalation (ONLY when ALL conditions met)

• Tried ≥3 different solutions
• All failed
• Goal completely unachievable
• No acceptable degraded solution available

5.1 Execution Modes

5.2 Progress Template

══════════════════════════════════════
📊 PROGRESS
══════════════════════════════════════
Phase 1: Setup              [████████░░] 80%
  ✅ Task 1: Initialize     Done (2.3s)
  🔄 Task 2: Fetch          Running...
  ⏳ Task 3: Process        Waiting
──────────────────────────────────────
⏱️ Elapsed: 3m | ETA: ~5m
══════════════════════════════════════

Phase 6: Iteration

Feedback Loop

Collect feedback → Analyze issues → Adjust approach → Loop

Adjustment Levels

Execution Plan Template

════════════════════════════════════════════════════
📋 SUPER SKILLS PLAN
════════════════════════════════════════════════════

🎯 REQUEST: {user's exact words}

📊 UNDERSTANDING
────────────────────────────────────────────────────
Intent:      {true intent}
Success:     {success criteria}
Complexity:  {score} → {strategy}

Assumptions:
  • {assumption 1}
  • {assumption 2}

────────────────────────────────────────────────────
📋 TASKS
────────────────────────────────────────────────────
│ ID │ Task       │ Capability  │ Status │ Risk │
├────┼────────────┼─────────────┼────────┼──────┤
│ 1  │ {task}     │ {capability}│ ✅/📦  │ 🟢/🔴│

Status: ✅ Built-in | 🔧 Found | 📦 Create
Risk:   🟢 Low | 🟡 Medium | 🔴 High

────────────────────────────────────────────────────
🔧 SKILLS
────────────────────────────────────────────────────
npx skills add {skill} -g

────────────────────────────────────────────────────
🛡️ RESILIENCE
────────────────────────────────────────────────────
Checkpoints: □ After Phase 1  □ After Phase 2
Fallbacks:   {task} → {alternative}

────────────────────────────────────────────────────
✅ COMPLETION
────────────────────────────────────────────────────
□ {acceptance criterion 1}
□ {acceptance criterion 2}
════════════════════════════════════════════════════

Example: E-commerce Pipeline

# "Scrape product data from multiple platforms daily, analyze price trends, send report"

understanding:
  intent: "Automated price monitoring for pricing decisions"
  success: "Daily price trend visualization report received"

complexity:
  technical: 4, scope: 4, uncertainty: 3, dependencies: 4
  total: 15 → Iterative prototyping strategy

tasks:
  1. Configure product list  → file_operations ✅
  2. Multi-platform scraping → browser_automation ❌
  3. Data persistence        → database_operations ❌
  4. Data cleaning           → data_transformation ✅
  5. Trend analysis          → code_execution ✅
  6. Generate charts         → content_generation ✅
  7. Generate report         → content_generation ✅
  8. Send email              → message_delivery ❌

resilience:
  checkpoints: [after:2 save:raw_data] [after:5 save:analysis]
  fallbacks:
    task_2: "Skip failed platforms, continue with others"
    task_8: "Save to local file"

Error Handling (Every error has auto-resolution)

Best Practices

Resources

• CLI: npx skills --help
• Browse: https://skills.sh/
• Capabilities: references/capability_types.md
• Template: assets/skill_template.md