AI is generating more code than ever, but the delivery process hasn't kept pace, leading to inefficiencies in software development. The Harness IDP Knowledge Agent aims to bridge this gap by transforming internal developer portals (IDPs) into intelligent platforms that facilitate faster and safer software delivery. While traditional IDPs centralize service information, the Harness Knowledge Agent enhances this by acting as an AI-powered teammate that helps developers find information, understand systems, and take action swiftly. Research indicates that although AI coding assistants increase individual productivity, they do not significantly improve organizational throughput due to delivery bottlenecks and manual processes. The Knowledge Agent addresses these issues by utilizing a software delivery knowledge graph to provide contextual insights and automate tasks, making it a trusted partner in the development process. By integrating deeply into the Harness platform, it ensures data accuracy and security while offering transparency in its recommendations. This evolution from static dashboards to intelligent platforms allows developers to complete tasks more efficiently and helps organizations achieve better governance and faster release cadences, thereby aligning AI's capabilities with real-world engineering challenges.