Skill UI

This document outlines a comprehensive set of rules and guidelines for AI agents to ensure that relevant skills are called at every stage of interaction. It mandates the proactive use of skills—including brainstorming, systematic debugging, and specific process skills—before responding, clarifying, or accessing external resources, preventing assumptions, and enforcing structured, process-driven workflows.

Implements a robust, four-stage coding discipline (Plan, Isolate, Test First, Double Review) to prevent premature code delivery. This skill forces the AI to structure complex tasks by planning, implementing in isolation, writing tests first, and performing deep self-review, significantly improving code correctness and quality.