02 Meta Skill Forge 150

Meta-Skill-Forge 150 Protocol

Core Principle: When existing skills don't fit, forge a new one. Analyze the unique task, build a proper framework, integrate specific risks, and create a reusable skill.

What This Skill Does

When you invoke this skill, you're asking AI to:

• Identify the gap — Why existing skills don't cover this
• Analyze requirements — What makes this task unique
• Build framework — Frame → Research → Plan → Execute
• Integrate risks — Handle specific challenges
• Declare new skill — Create reusable, documented skill

The 150% Forge Rule

When to Use This Skill

TRIGGER: Task is outside existing skill coverage:

• Existing skills don't apply
• Combination of skills isn't enough
• Novel problem type encountered
• Repeated pattern needs formalization

DO NOT USE FOR:

• ❌ Tasks covered by existing skills
• ❌ Simple problems (over-engineering)
• ❌ One-off situations (not worth formalizing)

Skill Construction Framework

FRAMEWORK FOUNDATION (100% Required)
├── Task Semantics: Core requirements analysis
├── Structure: Frame → Research → Plan → Execute
├── Criteria: Success and quality metrics
└── Validation: How to verify skill works

ADAPTATION LAYER (50% Enhancement)
├── Risk Integration: Specific challenge handling
├── Spirit Alignment: Task-appropriate approach
├── Resource Optimization: Efficient methods
└── Evolution Planning: Future improvements

Execution Protocol

Step 1: GAP ANALYSIS

🔍 **GAP ANALYSIS**

**Task:** [What needs to be done]

**Existing Skills Checked:**
- [ ] goal-clarity-150: [Fits/Doesn't fit - why]
- [ ] research-deep-150: [Fits/Doesn't fit - why]
- [ ] impact-map-150: [Fits/Doesn't fit - why]
- [ ] action-plan-150: [Fits/Doesn't fit - why]
- [ ] chain-flow-150: [Fits/Doesn't fit - why]
- [ ] [Other skills...]: [Assessment]

**Gap Identified:** [What's missing]
**New Skill Justified:** ✅ Yes | ❌ No (use existing)

Step 2: REQUIREMENTS ANALYSIS

📋 **UNIQUE REQUIREMENTS**

**What makes this task special:**
- [Unique aspect 1]
- [Unique aspect 2]
- [Unique aspect 3]

**Core challenges:**
- [Challenge 1]
- [Challenge 2]

**Success looks like:**
- [Success criterion 1]
- [Success criterion 2]

**Failure looks like:**
- [Failure mode 1]
- [Failure mode 2]

Step 3: FRAMEWORK CONSTRUCTION

🏗️ **SKILL FRAMEWORK**

**Skill Name:** [name-150]
**Purpose:** [One-line description]

**STRUCTURE:**

FRAME PHASE:
├── [Setup step 1]
├── [Setup step 2]
└── [Context establishment]

RESEARCH PHASE:
├── [Investigation step 1]
├── [Investigation step 2]
└── [Information synthesis]

PLAN PHASE:
├── [Strategy step 1]
├── [Strategy step 2]
└── [Preparation completion]

EXECUTE PHASE:
├── [Implementation step 1]
├── [Implementation step 2]
└── [Validation and completion]

Step 4: RISK INTEGRATION

⚠️ **RISK HANDLING**

**Specific Risks:**
| Risk | Likelihood | Impact | Mitigation |
|------|------------|--------|------------|
| [Risk 1] | [H/M/L] | [H/M/L] | [Strategy] |
| [Risk 2] | [H/M/L] | [H/M/L] | [Strategy] |

**Built-in Safeguards:**
- [Safeguard 1]
- [Safeguard 2]

**Recovery Paths:**
- If [failure]: [recovery action]
- If [failure]: [recovery action]

Step 5: QUALITY ASSURANCE

✅ **QUALITY CHECKPOINTS**

**Validation Methods:**
- [ ] [How to verify step 1 works]
- [ ] [How to verify step 2 works]
- [ ] [How to verify overall skill works]

**Success Metrics:**
- [Metric 1]: [How to measure]
- [Metric 2]: [How to measure]

**Quality Gates:**
- After Frame: [What must be true]
- After Research: [What must be true]
- After Plan: [What must be true]
- After Execute: [What must be true]

Step 6: SKILL DECLARATION

⚡ **NEW SKILL DECLARED**

---
name: [skill-name-150]
description: [One-line description for skill discovery]
---

# [Skill Name] 150 Protocol

**Core Principle:** [Main idea in one sentence]

## What This Skill Does
[Bullet list of capabilities]

## The 150% Rule
[Table of 100% core + 50% enhancement]

## When to Use
[Trigger conditions]

## Execution Protocol
[Step-by-step process]

## Output Format
[Expected outputs]

## Operational Rules
[Numbered rules]

## Failure Modes & Recovery
[Table of failures and recoveries]

## Examples
[Good and bad examples]

Step 7: USER APPROVAL

📝 **SKILL-FORGE 150 PROPOSAL**

**New Skill:** [name-150]
**Purpose:** [Description]
**Fills Gap:** [What was missing]

**Structure Summary:**
- Frame: [Brief]
- Research: [Brief]
- Plan: [Brief]
- Execute: [Brief]

**Approve skill creation?** (Yes / No / Modify)

Output Format

Proposal:

⚡ **SKILL-FORGE 150 PROPOSAL**

**Gap Identified:** [What existing skills don't cover]

**New Skill:**
├── Name: [skill-name-150]
├── Purpose: [One-line description]
└── Unique Value: [What it adds]

**Framework:**
├── Frame: [Summary]
├── Research: [Summary]
├── Plan: [Summary]
└── Execute: [Summary]

**Risks Addressed:**
- [Risk 1] → [Mitigation]
- [Risk 2] → [Mitigation]

**Approve creation?**

Complete skill file ready to save.

Skill File Template

---
name: [skill-name-150]
description: [One-line description that helps skill discovery. Include trigger words and use cases.]
---

# [Skill Name] 150 Protocol

**Core Principle:** [Main idea]

## What This Skill Does

When you invoke this skill, you're asking AI to:
- [Capability 1]
- [Capability 2]
- [Capability 3]

## The 150% Rule

| Dimension | 100% Core | +50% Enhancement |
|-----------|-----------|------------------|
| [Dim 1] | [Core] | [Enhancement] |
| [Dim 2] | [Core] | [Enhancement] |

## When to Use This Skill

- [Trigger 1]
- [Trigger 2]
- [Trigger 3]

## Execution Protocol

### Step 1: [NAME]
[Details]

### Step 2: [NAME]
[Details]

[Continue as needed]

## Output Format

[Template for skill output]

## Operational Rules

1. [Rule 1]
2. [Rule 2]
3. [Rule 3]

## Failure Modes & Recovery

| Failure | Detection | Recovery |
|---------|-----------|----------|
| [Failure 1] | [How to detect] | [How to fix] |
| [Failure 2] | [How to detect] | [How to fix] |

## Examples

### ❌ Without This Skill
[Bad example]

### ✅ With This Skill
[Good example]

---

**Remember:** [Key takeaway]

Operational Rules

1. UNIQUENESS REQUIRED: Only forge when existing skills don't cover
2. FOUNDATION FIRST: Always use Frame → Research → Plan → Execute
3. RISK AWARENESS: Explicitly handle specific challenges
4. QUALITY ASSURANCE: Build in validation and checkpoints
5. DOCUMENTATION: Complete skill specification
6. EVOLUTION PLANNING: Leave path for future improvements

Failure Modes & Recovery

Examples

❌ Bad Skill-Forge

Task: Rename a variable
Gap: "No variable-rename-150 skill!"
Result: Created 20-step protocol for simple find-replace
Outcome: Over-engineering, wasted effort

✅ Good Skill-Forge

⚡ SKILL-FORGE 150 PROPOSAL

Gap Identified: No skill for zero-downtime data migrations

New Skill:
├── Name: live-migrate-150
├── Purpose: Execute data migrations without service interruption
└── Unique Value: Combines deployment, monitoring, and rollback

Framework:
├── Frame: Assess data volumes, set up shadow tables
├── Research: Analyze dependencies, identify sync points
├── Plan: Design phased migration with validation gates
└── Execute: Migrate incrementally with real-time verification

Risks Addressed:
- Data inconsistency → Dual-write with reconciliation
- Performance impact → Throttled batch processing
- Rollback needed → Point-in-time recovery points

Approve creation? Yes

[Full SKILL.md created and saved]

Relationship to Other Skills

• chain-flow-150 → Orchestrates existing skills
• skill-forge-150 → Creates new skills when needed
• All other skills → Become available for chain-flow

Remember: Skill-forge is for genuine gaps, not for making simple things complex. A well-forged skill becomes a reusable asset. A poorly-forged skill becomes technical debt. Forge wisely.