Proactive discovery system for finding new tools, apps, programs, techniques, and capabilities that would enhance the AI agent ecosystem. Continuously scans for innovations, evaluates relevance, and recommends adoptions. Use when user asks about new tools, when capability gaps are detected, or proactively during any task where better tools might exist. Triggers include "find better", "new tools", "alternatives", "what's new", "trending", "innovations", or automatically when detecting potential for improvement.