IP Detection at Scale - CI/CD Meets Cloud-Native Enforcement

Learn how to implement intellectual property detection systems at enterprise scale through this 15-minute conference talk that combines CI/CD practices with cloud-native enforcement strategies. Explore the fundamental challenges of IP violations in large-scale environments and understand why traditional detection approaches fall short in modern distributed systems. Discover a comprehensive system architecture that treats production machine learning as a systems engineering problem, featuring detailed technical stack components and sophisticated detection workflows. Master confidence-based enforcement strategies that balance accuracy with operational efficiency, while implementing robust CI/CD pipelines for model governance and deployment. Gain insights into observability frameworks, monitoring best practices, and incident response procedures specifically designed for IP detection systems. Examine real-world results and operational impact metrics that demonstrate the effectiveness of cloud-native enforcement approaches in protecting intellectual property at scale.