Galileo's Insights Engine is a groundbreaking evaluation platform designed to address the complexities of debugging multi-agent AI systems by shifting from static evaluation to proactive intelligence. Unlike traditional tools that merely flag issues, the Insights Engine provides instant failure mode identification, actionable root cause analysis, and adaptive learning tailored to specific agent workflows. It categorizes agent health insights into errors, warnings, suggestions, and enhancements, offering clear visibility and actionable guidance without requiring extensive detective work. By leveraging advanced reasoning models and a comprehensive knowledge base, it integrates data from Galileo's logs and metrics to identify problems, suggest improvements, and optimize performance. The platform's real-world impact includes significantly faster development cycles and proactive issue prevention, with the Insights Engine continuously learning and adapting to user-specific patterns. Available for all Galileo users, it promises to evolve into a self-solving evaluation tool, enhancing AI systems' efficiency and effectiveness.