3152: AI for Mass-Scale Code Refactoring and Analysis

How can data and artificial intelligence reshape healthcare to create better patient outcomes? In this episode of Tech Talks Daily, I speak with Dr. Mitesh Rao, founder and CEO of OMNY Health, about his mission to build a more connected and collaborative healthcare system. With a background in emergency medicine and hospital leadership, he launched OMNY Health out of frustration with the siloed nature of healthcare data, which limits innovation and patient care. OMNY Health now represents data from nearly 80 million patients across the U.S., serving as a bridge between healthcare providers, researchers, and life sciences companies. Dr. Rao explains how his company is tackling some of the biggest challenges in healthcare—unifying fragmented data, ensuring compliance with privacy regulations, and providing a secure foundation for AI-driven advancements in medicine. We explore how this data network is enabling breakthroughs in precision medicine, pharmacovigilance, and clinical research, ensuring that new treatments are developed based on real-world evidence. Dr. Rao also shares insights on the role of AI in healthcare, the importance of diverse and representative data in training AI models, and how secure, compliant data-sharing can support the next wave of medical innovation. With plans to expand OMNY Health's network to 150 million patients, what does the future hold for healthcare data and AI-driven medicine? Join the conversation to find out, and share your thoughts on the role of data in transforming patient care.

In this episode of Tech Talks Daily, I’m joined by Eric Ormson and Chris Rakel from AEG, an organization redefining how companies approach recruitment and workforce development. With years of experience in staffing specialized sectors like IT and engineering, Eric and Chris offer a fresh perspective on tackling the unique challenges of recruiting and retaining top technical talent in today’s competitive market. We discuss how the recruitment landscape has evolved into a global competition for talent, where remote work and changing employee expectations are reshaping how companies attract and retain their workforce. Eric and Chris highlight why outdated recruiting methods, like relying solely on passive job postings, are no longer effective and how companies must focus on authenticity, transparency, and alignment with personal values to win over high-demand candidates. For startups and companies in growth mode, we explore practical strategies to compete for technical talent in a crowded market. From budgeting 20% more for labor costs to adopting contract-to-hire and fractional employee models, Eric and Chris emphasize the importance of flexibility and a clear vision. They also discuss how AEG has successfully tripled its size since 2019 by emphasizing long-term value, meaningful connections, and a consultative approach in staffing. As the conversation unfolds, we examine how company culture plays a critical role in attracting and retaining talent. With employees seeking more than just compensation, the focus has shifted toward fostering alignment with organizational goals and delivering on cultural promises. We also dive into how AI and automation are reshaping recruitment processes, balancing the efficiency of technology with the irreplaceable value of the human touch. How can companies navigate the future of recruitment while staying authentic, adaptable, and people-focused? Tune in to discover actionable insights and strategies to help your organization thrive in the evolving world of workforce development.

In this episode of Tech Talks Daily, I speak with Chad Fowler, a mission-critical business leader at HED, to discuss how the future of data center design is being shaped by sustainability, community engagement, and the growing influence of AI. Data centers currently account for around 1% of global electricity consumption, and with AI accelerating demand, their environmental impact is becoming a pressing challenge. Chad shares how HED is pioneering innovative solutions to create greener, more efficient, and community-friendly data centers. Chad highlights strategies to make data centers more energy-efficient, from advancements in air management to exploring new materials like low-carbon concrete. He emphasizes the importance of integrating green design not only to reduce environmental impact but also to enhance profitability, attract premium tenants, and increase long-term asset value. We also explore how HED works with clients to continuously optimize planning and construction processes to minimize resource use and environmental harm. One of the key challenges in developing data centers is overcoming opposition from local communities. Chad explains how educating the public about the critical role data centers play in supporting everyday technology can turn NIMBY ("Not In My Backyard") resistance into active cooperation. By designing aesthetically appealing, sustainable facilities and hosting community engagement events, HED helps communities understand the benefits of these essential infrastructures. We also dive into how the rapid growth of AI is influencing data center design. From evolving cooling technologies to addressing changing power and space requirements, Chad discusses how data centers must adapt to remain flexible in an AI-driven world. He also provides insight into future trends, including the integration of modular reactors, advancements in battery technology, and the development of standardized sustainability metrics for the industry. How are companies like HED shaping the future of data center design to balance sustainability, profitability, and community impact? Tune in to discover the innovative solutions driving the industry forward.

In this episode of Tech Talks Daily, I examine the transformative rise of agentic AI and its profound impact on the iGaming and tech industries in 2025. Joining me is the CEO of Game Lounge, a company driving innovation in iGaming and achieving remarkable growth, including a 30% increase in net profit. With a global reach across more than 130 SEO-driven websites in 60 countries, Game Lounge is shaping the future of the industry through its GLX startup incubator, designed to harness the power of agentic AI. We discuss how agentic AI is revolutionizing efficiency and personalization while presenting significant challenges. As gambling regulations become stricter, agentic AI also introduces risks by enabling sophisticated black-market operations and illegal transactions. Could these regulatory pressures inadvertently drive users toward unregulated markets? Beyond regulation, we explore how agentic AI is set to transform the workforce. By 2025, remote service roles may face disruption, but opportunities will emerge for those who transition into AI training and optimization roles. The conversation highlights how individuals can build skills in strategic decision-making and AI collaboration to thrive in this evolving landscape. How will agentic AI reshape industries, challenge regulations, and transform careers in the coming years? Tune in to uncover these insights and more.

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.

How is artificial intelligence reshaping the legal and intellectual property landscape? In this episode of Tech Talks Daily, I explore this evolving topic with Alex Watt, an IP lawyer at Howard Kennedy who specializes in helping clients navigate the complexities of intellectual property in the digital age. We delve into the transformative role of AI in intellectual property management, including the implications of large language models and the challenges of copyright exemptions for AI training. Alex also shares insights on the importance of updating licensing agreements to reflect AI usage and the growing complexities of determining ownership in AI-generated content. Our conversation touches on the emergence of AI-generated influencers, the regulatory challenges they present, and the broader implications for advertising and marketing in an increasingly AI-driven world. Alex also provides his perspective on the future of intellectual property in the metaverse, exploring how virtual worlds and blockchain technology might reshape digital ownership and innovation. For startup founders, Alex offers invaluable advice on protecting intellectual property early, from trademark registration to ensuring proper IP ownership through contracts. He emphasizes the need to stay ahead of legal and regulatory obligations, especially in light of the rapid evolution of AI and privacy laws. As we enter an era of unprecedented technological change, what steps should businesses take to protect their intellectual property and navigate the shifting legal landscape? Join us for this insightful discussion and share your thoughts on the future of AI and IP in the digital age.

How can businesses maximize the potential of AWS to drive innovation, efficiency, and scalability? In this episode of Tech Talks Daily, I speak with Jonathan LaCour, CTO of Mission Cloud. The company focuses exclusively on AWS, helping organizations manage cloud adoption, migration, and optimization while addressing complex challenges in security, cost control, and application development. Jonathan shares practical insights into building successful cloud migration strategies, emphasizing the need for clear planning, secure infrastructure, and governance measures. He also discusses how Mission Cloud combines AWS-native tools with third-party solutions to create robust security frameworks that prevent and respond to cyber threats effectively. We explore the importance of automation in modern cloud environments, highlighting how Mission Cloud enables businesses to rapidly deploy applications and optimize their workflows. Real-world examples include helping the Boston Celtics transition to a cloud-native approach, showcasing the tangible benefits of these strategies. Jonathan also provides an overview of integrating AI and machine learning into cloud operations. From personalized customer experiences to automated processes, these technologies are being used to tackle real-world business challenges. He emphasizes the importance of aligning AI projects with specific business objectives to achieve measurable results. Finally, the conversation covers strategies for ongoing cost optimization, stressing the importance of proactive governance and targeted improvements to manage cloud expenses effectively. How can companies harness the power of AWS to innovate while ensuring their cloud operations are secure, scalable, and cost-effective? Join us to learn more and share your thoughts on the future of cloud technology.

How is artificial intelligence reshaping the finance industry, and what role do CIOs play in driving digital transformation? In this episode of Tech Talks Daily, I connect with Sumit Johar, CEO of BlackLine, a leader in digital finance transformation. With over 20 years of enterprise cloud experience spanning cybersecurity, automation, and data governance, Sumit brings a wealth of expertise to the conversation. Sumit shares insights into the evolving role of the CIO and how deeper collaboration with CFOs is driving innovation and efficiency in finance. We explore the transformative power of AI, from streamlining financial processes to enabling smarter decision-making, and discuss its potential to shape industries beyond finance. Drawing from his leadership experiences at Automation Anywhere and MobileIron, Sumit illustrates how AI is unlocking new opportunities while addressing ethical considerations in its adoption. As businesses navigate an era of rapid digital transformation, how can they leverage AI to redefine finance and technology while ensuring ethical use? Tune in to discover Sumit’s perspectives and join the conversation on the future of AI in reshaping global industries.

Can artificial intelligence redefine the future of drug development and clinical trials?  In this episode of Tech Talks Daily, I sit down with Dave Latshaw, Ph.D., the internationally recognized AI and machine learning expert who serves as CEO of BioPhy. Founded in 2019, BioPhy focuses on using AI to revolutionize the later stages of drug development, a critical yet often overlooked segment of the pharmaceutical pipeline. Dave shares insights into BioPhy’s innovative platform, which combines scientific, clinical, and regulatory insights to predict clinical trial success and steer capital allocation. At the heart of BioPhy’s approach is its patent-pending AI engine, BioLogic, and generative AI solution, BioPhyRx, designed to enhance clinical trial outcomes, reduce failure rates, and accelerate the time to market for life-saving drugs. Dave also explores how BioPhy’s operational assessment model prioritizes immediate ROI by addressing challenges downstream from drug discovery. In our conversation, Dave delves into the complexities of AI adoption in pharma, including the challenges of scaling AI solutions, managing high computational costs, and overcoming stakeholder fears about job displacement. Drawing from his experience at Johnson & Johnson, where his AI innovations contributed to the global rollout of the COVID-19 vaccine, Dave reflects on lessons learned and the transformative potential of AI in healthcare. As we look ahead, Dave discusses the future of AI in reducing administrative burdens on clinicians, automating regulatory compliance, and enabling groundbreaking advancements like DeepMind’s AlphaFold.  How can AI transform not just how we develop drugs but also the healthcare outcomes for millions of people worldwide? Tune in to find out, and share your thoughts on the role of AI in the future of medicine.

How can technology revolutionize road safety for the 1.5 billion drivers on the road today? In this episode of Tech Talks Daily, I speak with Hari Balakrishnan and Bill Powers, co-founders of Cambridge Mobile Telematics (CMT), the world’s largest telematics service provider. Their unique partnership—blending Hari’s engineering genius, honored with the 2023 Marconi Prize, and Bill’s entrepreneurial prowess as an “atypical tech CEO”—has built a unicorn company dedicated to making roads safer. We explore how CMT’s AI-driven platform, DriveWell®, leverages sensor data from IoT devices like smartphones, dashcams, and connected vehicles to provide a unified view of driver behavior. By collaborating with insurers, automakers, and the public sector, CMT not only assesses risk but actively incentivizes safer driving behaviors, reducing crash rates by up to 20% with some partners. Hari and Bill also delve into the challenges of addressing "phone distraction," which contributes to nearly a third of crashes, and the paradox of advanced safety tech not correlating to fewer accidents. They highlight the importance of improving infrastructure for connected and autonomous vehicles, refining human-machine interfaces, and developing solutions that protect vulnerable road users outside of vehicles. As we unpack the story of how an “odd couple” with complementary skills created a global leader in road safety, we’ll also look to the future of mobility and the transformative role technology will play. What does the next generation of driving safety look like, and how can we all contribute to making the roads safer? Tune in to find out, and share your thoughts on the evolving landscape of mobility.