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Explore how generative AI and machine learning are transforming DevSecOps practices in this 15-minute conference talk from Conf42 DevSecOps 2025. Discover the limitations of traditional DevSecOps approaches and learn about the evolution toward intelligent, AI-driven security and development operations. Examine how generative AI enhances testing and security processes, while machine learning enables predictive quality engineering to identify potential issues before they occur. Analyze real-world case studies demonstrating AI-driven test data generation and machine learning-based anomaly detection systems in production environments. Understand practical integration strategies for incorporating AI technologies into existing DevSecOps workflows, including risk-based testing methodologies and automated vulnerability detection systems. Learn about the measurable benefits of AI implementation in DevSecOps, from improved security posture to enhanced development velocity. Gain actionable insights and concrete takeaways for implementing AI and ML solutions in your own DevSecOps pipeline, with specific focus on balancing security requirements with development speed and efficiency.
