The rapid pace of AI-driven development has highlighted a governance challenge, where existing tools focus on detection but not on scalable remediation of policy violations. Pulumi addresses this with its next-generation governance solution, which introduces AI-powered remediation to bridge the gap between identifying and fixing issues. The solution includes a Policy Findings Hub for comprehensive visibility and Pulumi Neo to automate remediation, transforming unmanaged infrastructure into compliant code. It also emphasizes maintaining compliance with "Policy as Real Code," using general-purpose languages to establish guardrails that oversee both human and AI activities. This approach enables organizations to maintain development speed while ensuring security, turning governance from a constraint into a catalyst for innovation.