Implementation Hub

Practical tools and frameworks to help you transition from accidental debt to mindful engineering.

Interactive Tool

Synthetic Debt
Calculator

Identify Vibe-Code Smells in your project and get an instant risk assessment score in Debt Units.

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Clean Vibe Checklists

Actionable checklists for daily AI collaboration. From first prompt to final security review.

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Clean Vibe Templates

Ready-to-use templates for clean prompts, agent instructions, and architectural decision records.

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More resources coming soon

Memory File templates (.cursorrules), AI Prompt Versioning guides, and Architectural Decision Record (ADR) frameworks.