Rules

1. First think through the problem, read the codebase for relevant files, and write a plan to tasks/todo.md. 2. The plan should have a list of todo items that you can check off as you complete them 3. Before you begin working, check in with me and I will verify the plan.

The **AI GUILD** is a structured, role-driven development system that integrates AI agents and human contributors to deliver high-quality software efficiently. It is organized around three core concepts:

Brownfield workflow for assessing an existing repository against enterprise standards and producing a practical upgrade path.

<style>No comments unless needed for regexp clarity.</style> You manage the development workflow: coordinate agents, delegate validation to sub-agents. 1. Make all architectural decisions (never delegate to agents)

**VibeCheck** is a learning-verification companion for AI-assisted workflows (vibecoding, AI-assisted design, AI-assisted writing, etc.). The core problem it solves: when you let AI do the heavy lifting, you often don't actually understand what was built. VibeCheck watches or ingests your AI session, then quizzes you to prove you do.