---

name: vibe-coding-yaml description: AI outputs YAML descriptors instead of code, CLI executes deterministically for 100% auditable behavior with zero slop. Use when auditability is critical, generated code review needed, or deterministic execution required. YAML serves as intermediate representation. Triggers on "auditable generation", "YAML output", "deterministic execution", "code review", "vibe coding".

Vibe Coding YAML

Purpose

AI generates YAML descriptors instead of code, CLI executes deterministically for 100% auditable behavior with zero slop.

When to Use

• Auditable code generation
• Deterministic outputs required
• Generated code review needed
• UI component generation
• Infrastructure as code
• Compliance requirements

Core Instructions

Pattern

AI outputs YAML:

Copycomponent:
  type: Button
  props:
    text: "Submit"
    variant: "primary"
    onClick: "handleSubmit"
  styles:
    padding: "12px 24px"
    borderRadius: "8px"
    backgroundColor: "#007bff"

CLI executes deterministically:

Copygenerate-component component.yaml > Button.tsx

Benefits

• 100% auditable: Review YAML, not generated code
• Zero slop: Deterministic execution
• Versionable: YAML in Git
• Reproducible: Same YAML = same output
• Reviewable: Easier to review descriptors than code

Example Workflow

Copy# 1. AI generates descriptor
descriptor = {
    'type': 'api_endpoint',
    'method': 'POST',
    'path': '/users',
    'handler': 'createUser',
    'validation': {
        'email': 'required|email',
        'name': 'required|string'
    }
}

# 2. Save as YAML
with open('endpoint.yaml', 'w') as f:
    yaml.dump(descriptor, f)

# 3. Execute deterministically
$ generate-endpoint endpoint.yaml > routes/users.ts

# 4. Review YAML (not generated code)
$ git diff endpoint.yaml

Performance

• 100% auditable
• 0% slop rate
• Deterministic behavior
• Easy review process

Version

v1.0.0 (2025-10-23)