3152: AI for Mass-Scale Code Refactoring and Analysis

In this episode of Tech Talks Daily, I explore the cutting-edge intersection of AI and software development with Justine Gehring, an AI researcher at Moderne and the author of AI for Mass-Scale Code Refactoring and Analysis. Justine shares her insights into how AI is addressing one of the most complex challenges in the industry: large-scale code migrations and updates across enterprise environments. While AI tools like GitHub Copilot and ChatGPT have excelled at assisting individual developers with writing and optimizing code, Justine explains how large-scale code refactoring requires an entirely different approach. At this level, AI must account for enterprise-wide complexity, maintain reliability, and ensure security across thousands of repositories. She also dives into Moderne’s use of open-source frameworks like OpenRewrite, which enable deterministic, verifiable code changes and combine machine learning for targeted tasks. We also discuss how this transformative use of AI is reshaping collaboration between human developers and machines. From accelerating the onboarding process for developers to simplifying migrations for legacy systems, AI is offering groundbreaking opportunities to enhance productivity, maintainability, and innovation. How are industries like banking, insurance, and others with vast, complex codebases benefiting from these advancements? And what does the future hold for AI-human collaboration in software development? Tune in to find out.

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If every company is now a tech company and digital transformation is a journey rather than a destination, how do you keep up with the relentless pace of technological change? Every day, Tech Talks Daily brings you insights from the brightest minds in tech, business, and innovation, breaking down complex ideas into clear, actionable takeaways. Hosted by Neil C. Hughes, Tech Talks Daily explores how emerging technologies such as AI, cybersecurity, cloud computing, fintech, quantum computing, Web3, and more are shaping industries and solving real-world challenges in modern businesses. Through candid conversations with industry leaders, CEOs, Fortune 500 executives, startup founders, and even the occasional celebrity, Tech Talks Daily uncovers the trends driving digital transformation and the strategies behind successful tech adoption. But this isn't just about buzzwords. We go beyond the hype to demystify the biggest tech trends and determine their real-world impact. From cybersecurity and blockchain to AI sovereignty, robotics, and post-quantum cryptography, we explore the measurable difference these innovations can make. Whether improving security, enhancing customer experiences, or driving business growth, we also investigate the ROI of cutting-edge tech projects, asking the tough questions about what works, what doesn't, and how businesses can maximize their investments. Whether you're a business leader, IT professional, or simply curious about technology's role in our lives, you'll find engaging discussions that challenge perspectives, share diverse viewpoints, and spark new ideas. New episodes are released daily, 365 days a year, breaking down complex ideas into clear, actionable takeaways around technology and the future of business.