# Old Pattern → New Skill Loading
@load product:api         → Load: [coding-standards, testing, security, devops]
@load product:web-service → Load: [coding-standards, testing, security, frontend, devops]
@load product:frontend-web → Load: [frontend, testing, security]

# Coding Standards (CS)
@load CS:python       → Load: skills/coding-standards/python
@load CS:javascript   → Load: skills/coding-standards/javascript

# Testing Standards (TS)
@load TS:pytest       → Load: skills/testing/pytest
@load TS:*            → Load: skills/testing/* (all testing skills)

# Security Standards (SEC)
@load SEC:auth        → Load: skills/security/authentication
@load SEC:*           → Load: skills/security/* + NIST-IG:base

# Multiple standards combined
@load [product:api + CS:python + TS:pytest]
  → Load: product:api skills + python coding + pytest testing

SEC:*  expands to:
  - SEC:auth
  - SEC:secrets
  - SEC:input-validation
  - NIST-IG:base  # Auto-included with security

TS:* expands to:
  - TS:unit
  - TS:integration
  - TS:e2e

# Legacy pattern (still works)
@load product:api

# New skill pattern (recommended)
skill-loader.py load product:api

# Scan codebase for legacy patterns
skill-loader.py audit-legacy --path .

# Generate migration report
skill-loader.py migration-report --output migration-plan.md

# Auto-migrate files (with backup)
skill-loader.py migrate --path . --backup