Data Driven
Data Driven: the podcast where we explore the emerging field of Data Science. We bring the best minds in Data, Software Engineering, Machine Learning, and Artificial Intelligence right to you every Tuesday. The field of data science mashes up the worlds of statistics, database architecture and software engineering. Data Scientist has been labelled by the Harvard Business Review, as "the sexiest job of the 21st century." A quick search of job search sites reveal that this field is in high demand. In a world where Data is the new Oil, Data Science the new Refineries, consider this Car Talk for...
Exploring the Collision of AI and DevOps Worlds at KubeCon North America Day Zero
Welcome to a special episode of Data Driven, coming to you from day zero of KubeCon North America 2026 in Salt Lake City.
The conversation focused on the evolving intersection between data, AI, and DevOps, with particular attention to the role of Kubernetes and its growing impact on both worlds. A key theme that emerged was the surprising disconnect between traditional data professionals and Kubernetes, even as the technology increasingly underpins cloud data services and AI workloads. The discussion explored how the convergence of DevOps and AI is forcing a new kind of collaboration, raising questions about tooling...
Your SQL Is Correct. Why Is Your Report Wrong?
Welcome to another episode of Data Driven, the podcast where the worlds of artificial intelligence, data science, and data engineering intersect. In this episode, the conversation focused on the crucial role of data quality, automation, and reporting in healthcare analytics.
The discussion explored topics such as Electronic Visit Verification (EVV) systems, challenges and strategies in maintaining accurate and reliable data, and the balance between leveraging automation tools like Power BI, Python, and SQL with maintaining compliance and stakeholder trust. Insights were shared on practical data engineering pitfalls, troubleshooting in real-life scenarios, and advice for those starting out...
Human Oversight in AI Agents – Addressing Trust, Authorization, and Enterprise Governance
The conversation focused on the complex realities of deploying AI agents in enterprise environments, moving beyond the hype to examine what these agents should be allowed to do versus what they can do. One concept discussed was the critical importance of defining clear boundaries and authorizations for AI agents—emphasizing that failures often stem from insufficiently thought-out controls rather than the underlying models themselves 02:08.
A key theme that emerged was the necessity of human oversight, especially for high-stakes decisions in sectors like healthcare and finance 11:45. The discussion explored evolving practices in agent governance, accountability, and the growing ne...
Your Security Model Is Stuck in the ’80s. AI Isn’t.
In this episode of Data Driven, Frank La Vigne talks with Richard Luna, CEO of Protected Harbor, about why security built around keeping attackers outside a network leaves organizations exposed once someone gets in. Richard explains his concern that AI-driven attacks will probe multiple weaknesses at once, and makes the case for layered defenses, network segmentation, and infrastructure designed around the applications it supports.
The conversation moves from security architecture to the people and processes that make systems dependable. Richard shares how his team plans for failures, works across technical silos, and tests vendor claims before putting...
Beyond Dashboards – How Decision Intelligence Optimizes Industrial Asset Risk
In this episode of Data Driven, host Frank La Vigne sits down with Andy Pruett, co-founder and CEO of Lumiscent, to explore a topic often overlooked in the industrial sector: it’s not a data problem—it’s a decision problem.
Andy explains how industrial companies are drowning in sensor data, but struggle to transform that information into actionable decisions that minimize physical asset risk. The conversation dives into how AI-powered decision intelligence can illuminate hidden vulnerabilities, contextualize risk in real-time, and empower industries like mining, manufacturing, and energy to make smarter, faster calls on the shop floor...
How Compliance Became Cool: Richa Kaul on Security, Privacy, and AI
Welcome back to "Data Driven," the podcast where we explore the cutting edge of data science, AI, and the rapidly evolving world of data governance.
In this episode, we sit down with Richa Kaul, founder and CEO of Complyance, an AI-driven platform transforming governance, risk, and compliance for enterprises. Drawing on her experience as a data privacy enthusiast and leader in the compliance space, Richa Kaul dives into the pressing challenges of securing sensitive data, the complexities of global compliance frameworks, and how AI both complicates and protects our interconnected world.
We discuss the pivotal...
Why Business Knowledge Beats Tool Complexity in the AI Era
Welcome back to Data Driven, the podcast where we dive deep into the evolving worlds of data science, business intelligence, and artificial intelligence. In this episode, host Frank La Vigne sits down with Rob Collie, CEO of P3 Adaptive and a former Microsoft engineer, to explore the remarkable journey from Excel’s foundational role in data-driven workplaces to the transformative power of Power BI—and now, to the unfolding impact of AI in business.
Rob shares captivating stories from his time on the Excel and Power BI teams at Microsoft, offering insider perspectives on how these tools revo...
Bridging AI and Human Intelligence – Multicolor Lasers and the Future of Photonic Computing
Welcome to another episode of Impact Quantum, where we explore the cutting edge of quantum computing and emerging technologies reshaping our world.
Today, co-hosts Frank La Vigne and Candace Gillhoolley sit down with Vivek Raghunathan, co-founder of Xscape Photonics, to delve into the revolutionary intersection of photonics, artificial intelligence, and quantum computing. From comparing the astounding power efficiency of the human brain to today's AI clusters, to discussing how multicolor lasers could unlock massive advancements in data center performance and sustainability, Vivek shares how his company is tackling the growing power demands of AI by reimagining the...
Digital Trust in Practice: Compliance, AI, and Human Factors with Sandeep Pauddar
In this episode, Frank La Vigne sits down with Sandeep Pauddar, Head of Digital Trust at DQS, to explore the fast-evolving world of digital trust, compliance, and data security. From the growing complexities of global regulations, to the increasing intersection of AI, cybersecurity, and enterprise risk, Sandeep Pauddar shares real-world stories—including personal experiences with AI-driven phishing—and breaks down how organizations can foster a security-aware culture. Whether you're leading a startup or a global enterprise, tune in for actionable insights on building digital trust, navigating the compliance landscape, and why organizational leadership plays a crucial role in keeping data...
AI Adoption in Power Plants and Beyond – Trends, Challenges, and ROI Insights
Welcome back to another episode of Data Driven!
This time, hosts Andy Leonard and Frank La Vigne sit down with Jim Spignardo, Director of Cloud Strategy and AI Enablement at ProArch, to explore the transformative role of AI and data engineering in critical industries. From the challenges of bringing modern AI solutions into traditional sectors like power generation and manufacturing, to the real-world impact of tools like Copilot, this episode dives deep into automation, return on investment, and the importance of outcome-driven technology adoption.
Along the way, Jim Spignardo shares hands-on stories and key lessons...
Building Trust in AI – Lawrence Snap on Hallucination Detection and the Future of TrustScale
In this episode, hosts Frank La Vigne and Andy Leonard sit down with Lawrence Snapp, CEO and board member of TrustScale, an innovative AI trust and verification platform. Together, they explore the crucial topic of trust in artificial intelligence—how hallucinations from AI models can spiral out of control and why it’s essential to catch them early.
Lawrence Snapp pulls back the curtain on TrustScale’s journey from early AI and translation work in the 1980s and call center solutions, to its modern-day mission: empowering humans to verify and trust AI outputs with products like Argus.
Y...
Numeracy, Probability, and Business – Embracing Randomness for Better Decisions
In this episode, host Andy Leonard sits down with Ilan Man, founder and CEO of Paradox Machines, a full-stack data and AI company based in Brooklyn. Ilan shares his fascinating journey from an actuarial career to the dynamic field of data science, exploring the rise of big data, the art of translating complex mathematics into code, and the importance of numeracy in society.
Together, they discuss the paradoxes at the heart of data and AI, the challenges of decision-making under uncertainty, and why intuition, risk management, and storytelling remain critical in a world driven by data. Whether...
Tackling Data Engineering Challenges with Autonomous AI Agents
In this episode, Frank La Vigne sits down with Pradnesh Patil, co-founder and CEO of Altima AI, to explore how AI is revolutionizing the world of data engineering. Together, they dive into the challenges of modern data stacks, the explosion of tools and technologies, and how AI-powered agents are transforming the way data teams build and maintain complex systems. From automating data pipeline management to optimizing infrastructure and safeguarding governance, Pradnesh Patil shares insights on the next wave of data engineering and what the future holds for professionals in the field. Whether you’re a veteran data engineer or a...
Unlocking Enterprise Knowledge – AI, Document Comprehension, and the Future of RAG
In this episode, hosts Candace Gillhoolley and Frank La Vigne are joined by Neil Katz, Chief Product Officer at Valantor AI—a four-time Emmy winner whose unconventional journey spans from technology startups to award-winning journalism, and now to the forefront of enterprise AI innovation.
Neil shares his unique perspective on the evolution of AI, from the early days of digital design and machine learning, to building large-scale AI and document intelligence platforms for major organizations. The conversation explores the critical challenges of knowledge extraction, document comprehension, and securing sensitive data in today's era of sovereign AI. Together, th...
Demystifying State in AI: Smarter Reasoning and Real-World Legal Applications
In this episode, Frank sits down with Devansh Devansh, founder and head of AI at Iris, whose journey spans from building a thriving tech community of over 10,000 on Substack to developing advanced legal AI tools that revolutionize how lawyers work through complex reasoning.
The conversation explores Devansh Devanche's unconventional path into AI, his experiences navigating the evolving landscape of machine learning, and the unique challenges of creating transparent, trustworthy agentic systems in legal tech. Along the way, we uncover the story behind his distinctive "chocolate milk cult leader" branding, his philosophy on startup building, and why he...
How Data and AI Are Revolutionizing Philanthropy for Nonprofits and Donors
In this episode, the conversation focused on the intersection of data intelligence, artificial intelligence, and philanthropy. A key theme that emerged was the growing importance of data-driven decision making in the nonprofit sector, which, despite representing 5% of the GDP and employing 10% of the American workforce, has lagged behind other industries in the adoption of technology and data practices.
The discussion explored how organizations like Impala are aiming to transform the philanthropic landscape by providing robust data platforms and AI-driven tools to empower both large foundations and small nonprofits. Several points were raised, including the unique challenges philanthropy...
Why ‘Data-Driven Decisions’ Are a Myth
This week, we dive deep into the world of data, decision-making, and uncertainty with Dale Nesbitt, a lecturer at Stanford and principal at Arrowhead Economics.
Drawing on his unique upbringing in a mining town, Dale Nesbitt shares how witnessing raw data collection firsthand shaped his perspective on what it really takes to make informed decisions—hint: it's not just about having more data.
Together, we explore the pitfalls of relying solely on data for critical choices, the importance of understanding probability and risk, and why data-gathering itself is often a noisy and imperfect process.
...
Bulletproof KDE and Why Linux is Winning Over Developers
On this episode of Data Driven, hosts Frank La Vigne and Candace Gillhoolley are joined by hardware and open source expert Michael Makowski to discuss the shifting landscape of developer workstations and AI hardware. As Windows usage declines among developers and AI engineers, Linux is experiencing a surge in desktop adoption. Michael takes us inside the latest efforts to make Linux not just accessible, but enterprise-grade—sharing how his team is driving advancements in stability, reliability, and user experience for validated Linux hardware.
We talk about the dramatic improvements in Linux desktop support, the importance of privacy an...
Connectivity and Trust in Agentic AI -Overcoming Distributed Challenges with Band
In this episode of Data Driven, we're diving into the rapidly evolving world of agentic AI—where autonomous AI agents collaborate, communicate, and occasionally collide. Our guest, Vlad Luzin, co-founder and CTO of Band, joins us to explore the technical challenges and real-world implications of building collaboration layers for agents that act like distributed, non-deterministic microservices.
We’ll unpack the myths and realities surrounding orchestration, governance, and security, and discuss how enterprises can operationalize these agent ecosystems safely. Tune in as we share lessons learned, amusing engineering mishaps, and get a glimpse of what the future holds as a...
Wrangling a Thousand AI Agents: Control, Auditability, and Emergency Shutdowns
Imagine waking up to find a thousand AI agents silently making decisions across your company—and no one knows exactly what they're accessing.
In this episode of Data Driven, hosts Frank La Vigne and Andy Leonard sit down with Ron Longo, CEO of Trustlogix, to explore the evolving landscape of AI governance, security, and data engineering. As enterprises race to integrate AI at unprecedented speed, the noise and confusion have never been greater. Ron Longo unveils the concept of the AI control plane with a "kill switch," discusses the real-world challenges of securing both human and non-human ag...
Why Data Driven Cultures Succeed and Technology Alone Falls Short
As we launch season 10, your favorite semi-sentient British AI co-host returns to the microphone alongside Frank La Vigne for a compelling exploration of what it truly means to be a data-driven organization.
In this episode, Frank sits down with Sebastian Wernicke, author of "Data Inspired" and renowned expert in data and AI strategy, to discuss why turning data into action remains a formidable challenge for so many organizations.
Together, they dive into the enduring gap between data insights and meaningful change, the crucial role of leaders in fostering cultures of evidence and inquiry, and why...
Navigating the Wild West of AI in Finance: Policies, Pitfalls, and Opportunities
In this episode, we dive into the rapidly evolving world of AI in the financial sector.
Frank La Vigne and Candace Gillhoolley are joined by Daniel Yoo, founder and CEO of Finmate AI, a company at the forefront of custom agentic AI solutions for financial advisors.
Together, they explore how artificial intelligence is transforming internal operations for advisors, the surprising openness of the finance industry to new data practices, and the commodification of once elite services thanks to advanced automation. The conversation also unpacks industry challenges, from regulatory hurdles to the shifting pipeline of talent...
Token Economy and AI Agents: The Final Hurdles in Enterprise Deployment
In this episode, Frank La Vigne sits down with his Red Hat colleague Christopher Newland for a deep dive into the evolving challenges and opportunities at the intersection of AI, open source, and enterprise technology.
Fresh off attending both IBM Think and Red Hat Summit, Christopher Newland shares insights from two very different industry perspectives—executive strategy and hands-on engineering. Together, they explore the elusive “last mile” problem in AI adoption, the rise of agentic systems, the critical role of harnesses and runtimes, and why memory management is becoming the next frontier.
Plus, they discuss the pr...
The Neuroresilient Leader: Staying Human in the Age of Artificial Intelligence
In this episode, hosts Frank La Vigne and Candace Gillhoolley sit down with Angus Nelson—author, podcaster, and expert on leadership and human potential in the age of AI. Together, they dive deep into the rapidly changing landscape of technology and work, exploring how relentless market volatility, AI advancements, and global complexity are putting unprecedented stress on individuals and organizations alike.
Angus Nelson shares insights from his book, "Neuro Resilient Leader: The Internal Operating System for Leading at the Speed of Change," challenging the notion that grinding harder is the key to success. Instead, he argues that tr...
Governance, Architecture, and the Evolving Role of Data Engineers in the AI Age
In this week’s show, Frank La Vigne sits down with data and analytics engineer Wasim Rana for a deep dive into the realities of building, managing, and securing data infrastructure in modern businesses.
Together, they explore the critical challenge of preventing data lakes from turning into data swamps, the practical pipeline from raw to curated data—including the increasingly popular bronze, silver, and gold layering approach—and the vital role of governance in today’s data-heavy world. Waseem Rana shares insights from his hands-on experience with AWS, Snowflake, and transforming messy datasets into actionable business intelligence.
The...
Alternative Data and Its Impact on Modern Investing
Today, we journey into the fast-evolving world of prediction markets, KPI trading, and the new frontiers of retail finance. Joining us is Candace, alongside our guest from Benzinga, a fintech innovator working to democratize financial data once reserved for Wall Street elites.
We delve into how platforms like Benzinga are leveling the playing field, making actionable market information accessible for everyone—from individual retail investors to advanced quant traders. Get ready as we unpack the rise of alternative data, the intersection of finance and AI, and whether prediction markets are the next big tool in forecasting—or just...
Andy Boettcher on Why This is the Age of the Chaotic Brain
this episode, Frank sits down with Andy Boettcher, the Chief Innovation Officer at DoubleTrack, for a candid conversation about embracing the power (and chaos!) of modern AI tools.
Together, they dive into how neurodiversity and "chaotic brains" are thriving in this new era, where ideas can be rapidly tested, refined, and built with the aid of tools like Claude code. From the practical realities of using AI for software development and troubleshooting (even in classic cars and household appliances) to the shifting landscape of business innovation, they discuss the opportunities and challenges facing individuals and companies alike.<...
Synthetic Populations and the Future of Decision Intelligence
In this episode of Data Driven, Frank and Andy dive into the future of market intelligence with Dr. Jill Axline, co-founder and CEO of Mavera—a company building synthetic populations that simulate real human behaviour, cognition, and emotion. Forget Personas. We're talking real-time, AI-driven behavioural modeling that's more predictive than your horoscope and considerably more data-backed.
Dr. Axline shares how Mavera’s swarm of AI models situates these synthetic humans within real-world business contexts to forecast decisions, measure emotional resonance, and even test marketing messages before they go live. From governance and model drift to the surprising uses...
Microsoft Fabric Unpacked: AI, Data Sovereignty, and a Bit of Clippy Nostalgia
In today’s show, BAILeY, your semi-sentient hostess with the mostest metadata, teams up with Frank La Vigne to welcome the ever-insightful Andrew Brust for a deep dive into the evolving Microsoft data ecosystem. From nostalgic tales of Windows history and scoring elusive Clippy swag at Ignite, to unraveling what makes Microsoft Fabric a game-changer for data integration, AI, and governance, this episode covers it all.
You’ll hear firsthand how Microsoft’s innovation goes far beyond the tech itself—focusing on seamless integration, unified billing, and organizational synergy. Andrew Brust sheds light on the journey from fragment...
Celebrating 400 Episodes – How AI Turbocharges Coding, Podcasting, and Creativity
Welcome to a milestone episode of Data Driven! In episode 400, hosts BAILeY, Frank La Vigne, and Andy Leonard gather to reflect on nearly a decade at the forefront of podcasting about data, AI, and the world of software engineering. This special edition takes you behind the scenes with stories of tech evolution, personal growth, and the wild journey from their earliest recordings to today’s AI-powered workflows.
The team digs into how generative AI has transformed their creative process—making it possible for small teams to produce vast amounts of content, drive innovation, and manage multiple podcasts at a...
The Real Risks of LLMs - Guardrails, Judgment, and the Human Element in Cybersecurity
In this episode of Data Driven, hosts Frank La Vigne, Candace Gillhoolley, and BAILeY sit down with Mike Armistead, CEO of Pulse Security AI—a cybersecurity veteran who's been fortifying digital defenses since before AI made headlines and hackers had professional profiles. Together, they dig into the dual-edged sword that is artificial intelligence in cybersecurity, exploring how AI serves as both a powerful tool against cyber threats and a potential weapon in the wrong hands.
Mike Armistead shares stories from the front lines, including his experience during the "code red" era at Google when ChatGPT shook up th...
Going From Spreadsheets to Smart Agents - Modernizing Supply Chain Intelligence
In this episode, Frank La Vigne sits down with Itay Haber, CEO of Data Noetic, to unpack how AI is revolutionizing supply chain management. Forget spreadsheets and dashboards—Data Noetic is building an autonomous digital brain that proactively tackles delivery bottlenecks and bridges the gap between scattered data and process improvement.
You’ll hear real-world tales of missed bathroom tile deliveries, multi-million dollar construction delays, and the true impact of getting ahead of supply chain hiccups before they snowball. The trio explores how agentic AI isn’t just hype: it’s driving tangible results, saving time, boosting KPIs, an...
Inside Nvidia GTC DC: AI, Quantum Computing, Robotics, and the Future of Supercomputers
Welcome to another exciting episode of Data Driven! On this week’s show, hosts Frank La Vigne and Candace Gillhoolley take you inside the NVIDIA GTC conference in Washington, DC—an event that’s rapidly evolved from a hardware showcase into a crossroads for AI, robotics, and quantum computing innovation. Frank shares his firsthand experience navigating the expo floor, offering a glimpse into the latest cutting-edge tech, from GPU supercomputers to quantum networking breakthroughs and swarms of robots. Candace and Frank discuss the growing intersections between fields like quantum biology and AI, and share stories about the curious mix of att...
The Fast-Moving Train of AI - Sovereignty, Acceleration, & Lessons from History
On this episode of Data Driven, hosts Frank La Vigne and Leonard celebrate a major milestone: the 30th anniversary of Franksworld.com, one of the OGs of tech blogging that’s survived multiple browser wars, dot-com crashes, and the relentless march of Internet time. Joined by guest Saket Saurabh, they dive into the rapidly evolving landscape of AI, data science, and technology, comparing today’s AI boom to previous tech bubbles and exploring trends in sovereign AI, data sovereignty, and global competition in quantum computing.
The conversation takes us from the days of hand-coded HTML uphill in both...
Compute, Carbon, and Cashflow Silicon Data’s Big Bet on GPU Markets
Welcome to another episode of Data Driven, where we dive deep into how data and AI are shaping—sometimes shaking—the modern world. In this episode, hosts Frank La Vigne, Andy Leonard, and Carmen Li sit down with Carmen Lee, the trailblazing CEO of Silicon Data and a former Bloomberg data aficionado.
Carmen’s on a mission to bring clarity to the wild west of GPU compute markets, and she shares with us how she’s turning raw compute into a true tradable commodity—think futures markets for GPUs, the “Bloomberg terminal” for AI infrastructure, and perhaps even a Carfax...
Why Simulating Reality Is the Key to Advancing Artificial Intelligence
In this episode, we're joined once again by Christopher Nuland, technical marketing manager at Red Hat, whose globe-trotting schedule rivals the complexity of a Kubernetes deployment. Christopher sits down with hosts Bailey and Frank La Vigne to explore the frontier of artificial intelligence—from simulating reality and continuous learning models to debates around whether we really need humanoid robots to achieve superintelligence, or if a convincingly detailed simulation (think Grand Theft Auto, but for AI) might get us there first.
Christopher takes us on a whirlwind tour of Google DeepMind’s pioneering alpha projects, the latest buzz arou...
Dr Ido Zamberg on The Role of AI in Modern Healthcare Delivery From Databases to Defibrillators
Welcome to another episode of Data Driven! Today, hosts Frank La Vigne and Andy Leonard, are joined by Dr. Ido Zamberg—a rare breed who’s equally comfortable rebooting servers and saving lives.
Dr. Zamberg is a physician, software engineer, chief medical officer at C8 Health, and a true innovator at the intersection of medicine and technology. In this episode, we dive into his unique journey from startups and coding to the operating room, exploring how his hands-on technical expertise is helping frontline clinicians access real-time, AI-powered decision support.
Expect fascinating insights into the evolution of h...
Thanos Diakakis on Surviving the Software Apocalypse – AI, Agile, and Good Engineering
On this episode of Data Driven, we venture into the ever-shifting landscape of software engineering, AI-assisted coding, and the sometimes chaotic future of development teams with special guest Thanos Diacakis—no, not the Marvel villain, but a powerhouse in software leadership whose career spans scrappy startups to tech giants like Uber.
Hosts Frank La Vigne, Andy Leonard, and resident AI BAILeY welcome Thanos for an insightful, witty, and sometimes philosophical conversation about the promise and perils of AI in software engineering. From the rise (and risks) of “vibe coding” to the changing definition of good engineering, Thanos shares...
Dr Mike Orkin on Blackjack, Lightning, and Apophenia: The Surprising Psychology of Probability
On this episode of Data Driven, we’re shuffling up some probability, statistics, and a bit of Las Vegas magic with Dr. Michael Orkin—a renowned statistician, data scientist, and former advisor to casino odds makers. Hosts Andy Leonard, Frank La Vigne, and BAILeY dig into the fascinating numbers behind games of chance, uncovering why the house almost always wins and how our brains are wired to find patterns—sometimes where none exist.
Whether you’re a data enthusiast, a casual gambler wondering why your lucky streak never lasts, or just curious about how randomness, probability, and big jack...
From Cold War to Code Wars: Unpacking America’s Bold AI Strategy
Welcome to another episode of Data Driven, where we delve deep into the crossroads of data, technology, and the ever-shifting world of geopolitics. In this packed episode, hosts Frank La Vigne and Bailey are joined by Christopher Nuland, AI technical marketing manager at Red Hat, for a candid, no-holds-barred discussion on the newly released America's AI Action Plan.
Together, they tackle everything from the resurgence of Cold War tensions in the AI arena to the complexities of “AI sovereignty” and what it really means for the US, China, and the rest of the world. Expect spirited debates abou...