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 in financial services, political campaigns, and speechwriting—this is one of the most forward-looking conversations we’ve had yet.

If you've ever wanted a deeper understanding of how AI can augment decision-making—or just want to hear Frank admit asset managers love ice cream—this one’s for you.

Links

 1. Learn more about Mavera:https://mavera.io
 2. Connect with Jill Axline on LinkedIn:https://linkedin.com/in/jillaxline
 3. Morningstar:https://www.morningstar.com


Time Stamps

00:00 - Introduction & AI Swarms Explained

03:30 - Forget Personas: Contextual AI Models

07:00 - Evidence vs Inference & AI Governance

10:20 - Simulation Scenarios & Model Drift

14:30 - Synthetic Audiences in Action

18:00 - Evidence Feedback Loops & Small Data Challenges

22:00 - Industry Applications & Use Cases

27:00 - Analyzing Speeches & Emotional Resonance

30:45 - Sentiment, Social Listening, and Real-Time News Reactions

34:00 - Adversarial Models & Strategic Pushback

38:00 - The Cartoon Bank Portal That Failed Spectacularly

41:00 - From Skeptic to CEO: Jill’s Journey

45:00 - Data Privacy, Compliance & Synthetic Ethics

48:00 - Reflections on Empathy, Engineers, and Selling Without Selling

Support the Show

If you enjoy Data Driven, leave us a review on Apple Podcasts or your favourite pod platform. It helps more people find the show—and fuels Frank’s Monster Energy habit.

Synthetic Populations and the Future of Decision Intelligence

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 fragmented Azure services to the unified vision of Fabric, the rise of generative AI and “agentic” intelligence, and the increasingly important role of data sovereignty and governance in today’s regulatory landscape.

Whether you’re a data enthusiast, an AI tinkerer, or just in it for the nostalgia, grab your headphones and get ready for insights, laughs, and more acronyms than you can shake a dataset at. Stay curious and caffeinated—this episode has something for everyone!

Time Stamps

00:00 Microsoft Expertise and Industry Analysis

03:18 "Big Data and Analytics Insights"

08:31 Power BI's Rise in Azure

12:26 "Unified Fabric-Based Data Platform"

14:01 "Fabric IQ Powers AI Integration"

17:24 "Achieving Synergy Against Odds"

23:32 "Unified Compute for Seamless Integration"

24:41 "Overwhelmed by AWS Complexity"

28:21 "Microsoft Research Powers Azure Fabric"

34:20 "Azure Foundry and Tools"

37:33 "Flexibility Beyond Major Cloud Providers"

41:33 Global Data Privacy Trends

45:13 "Governance for Agentic AI"

47:29 "Azure Stack and Local Clouds"

50:13 "Kubernetes: The Cloud Caveat"

53:40 "Let's Reconnect and Reminisce"



Microsoft Fabric Unpacked: AI, Data Sovereignty, and a Bit of Clippy Nostalgia

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 high level. You'll hear about Frank’s latest tool, Podsy—a platform built to help creators manage the ever-growing tsunami of podcast assets using cutting-edge AI—and how tools like Claude, Grok, and Opus are unleashing new possibilities for automation and storytelling.

With their signature tangents, candid stories (including car accidents, water heater mishaps, and parenting milestones), and a bit of nostalgia about the early days of podcasting, this episode captures what makes Data Driven both insightful and relatable. If you’re a developer, data professional, or a fellow podcaster looking to stay ahead of the curve, episode 400 is packed with practical lessons, inspiration, and a few good laughs. Dive in as the team celebrates what’s possible in the age of AI—and look ahead to an exciting new chapter for the show!

Time stamps

00:00 "DGX Spark: Personal AI Supercomputer"

03:28 "Tech Innovations and Hardware Updates"

07:51 "Daily 5:40am Notification Routine"

11:10 "Podzi: Managing Podcast Assets"

15:35 "Boosting Value with AI Efficiency"

17:05 Claude Enhanced Legacy System

23:32 AI Impact on Creative Roles

25:58 "Consulting Break: Investing Time"

29:33 "Automation Evolution and Tools Demo"

31:35 "Podsy Studio: A Journey"

35:06 "AI-Powered Content Creation Demo"

38:26 "Podcast Organization and Insights"

42:10 "Streamlining Metadata for Insights"

45:47 "Unveiling AI's Hidden Potential"

50:41 "Celebrating 400 Podcast Episodes"

54:41 "Off Track Ambitions"

57:44 "Reality Strikes Back: Tech Trust"

59:36 "Podsy Progress and Workflow"

Celebrating 400 Episodes – How AI Turbocharges Coding, Podcasting, and Creativity

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 the tech world, and offers real-world advice on why LLMs (large language models) aren’t the magic fix for every problem—and why they desperately need guardrails. You’ll hear why your next big data breach could be hiding in a cleverly crafted AI prompt, why humans still matter when it comes to judgment calls, and why good old-fashioned security hygiene is as critical as ever.

Whether you’re a developer, data scientist, or just password-paranoid, this episode will make you rethink how you approach security in the age of AI. Tune in for expert insights, hard-earned lessons, and a few laughs as the Data Driven crew uncovers where technology, risk, and "common sense" collide.

Time Stamps

00:00 AI-Assisted Cybersecurity for SOCs

04:26 "AI Rush and LLM Insights"

09:12 AI-Powered Cybersecurity Strategy Insights

10:01 "Cybersecurity, ChatGPT, and Impressions"

13:17 AI Tools: Power and Risks

18:06 "Teaching Critical Thinking in AI Era"

20:59 "Guardrails and Next-Gen AI Systems"

24:22 Human Judgment vs AI Limitations

27:37 "Pressure Testing for Accuracy"

30:09 Future Tech Advancements and Challenges

34:58 "Risk Awareness Beyond Compliance"

37:38 "Cybersecurity Risks and AI Defense"

41:54 Cybersecurity Risks and Preparedness

43:04 "Situational Security in Practice"

46:05 "Cybersecurity's Evolving Threat Landscape"

51:52 "Builders vs. Destroyers Mindset"

55:05 Modern Password Practices

56:39 "Pulse Security AI & Community"

The Real Risks of LLMs - Guardrails, Judgment, and the Human Element in Cybersecurity

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, and reimagining how companies of all sizes make decisions. From pharmaceuticals to consumer packaged goods, discover why trust, transparency, and agility are the new gold standards in supply chain operations—and how data-driven agents just might become indispensable.

Tune in for a masterclass that balances digital wisdom with a dash of dry wit, and learn how emerging tech is helping organizations deliver on time, in full, and with a whole lot less existential angst.



Time stamps

00:00 "Autonomous Supply Chain Optimization"

06:01 "Optimizing On-Time Delivery Failures"

07:27 Proactive Warehouse Order Management

13:06 "Aligning Perception with Reality"

15:08 "Streamlining Order Fulfillment Process"

18:18 "AI Revolutionizing Problem Coordination"

22:18 "Data Validation and AI Insights"

25:04 Predictive KPI Monitoring with Gen AI

27:09 Clarifying Questions for Assistance

31:37 "Tailored Software Delivery Models"

34:35 "AI's Role in Complex Industries"

37:00 "AI Focus and Value Debate"

42:37 "AI Bubble and Valuations"

46:43 AI's Transformative Impact on Jobs

48:17 AI Enhances Jobs, Not Replaces

51:44 "AI: Boom, Bust, Transformation"

57:38 "AI, Data, and Change"

Going From Spreadsheets to Smart Agents - Modernizing Supply Chain Intelligence

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 attendees—from government officials and policymakers to technologists, students, and even a few cosplay “Jensen Huangs.”

Whether you’re a data enthusiast, a future-focused technologist, or simply quantum curious, this episode dives into the national security implications of AI, the importance of lifelong learning in tech, and how the rise of quantum and robotics will disrupt careers and industries alike. Tune in for insider anecdotes, expert encounters, and a dose of practical wisdom about adapting in the world of emerging technologies—the future is here, and it’s happening faster than ever.

Links



 * Frank gets a shout out from Pluralsight -https://www.pluralsight.com/resources/blog/upskilling/frank-lavigne-customer-story
 * Jensen Huang's DTC DC Keynote -https://www.youtube.com/watch?v=lQHK61IDFH4
 * Mariya & Python Simplified -https://www.youtube.com/@pythonsimplified




Time Stamps

00:00 "Nvidia GTC Highlights and Expo"

03:36 "Quantum, AI, and Innovation Highlights"

07:18 Tech and Government Amid Furlough

10:24 "Tech Components in Booz Allen Vehicle"

14:37 Meeting Maria Shah

19:11 Career Shifts and Evolutions

23:06 From Books to Tech Publishing

24:44 Quantum Insights with Researcher

29:01 "Nvidia: Emerging Defense Contractor"

32:25 Tech Innovations: AI, Quantum, Robotics

36:44 "Live Streaming Quantum & Tech"

37:40 "High-Speed Quantum Interconnects"

41:01 Technical Translation for Accessibility

44:19 "High School, Future, Nvidia Innovation"

49:28 "Guest's Learning Experience"

50:45 "Quantum Business Strategy"

53:36 British AI Outro Stream



Inside Nvidia GTC DC: AI, Quantum Computing, Robotics, and the Future of Supercomputers

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 directions, to modern challenges like scheduling snafus, rapid automation, and the possibilities (and pitfalls) brought on by artificial intelligence. Along the way, Frank and Saket reflect on the cycles of tech innovation, the impact of global politics on data and AI, and what it really means to adopt new technology mindsets.

Tune in for a lively ride through tech history, lessons learned, and a discussion on how a scrappy few—and a little help from AI—can rival teams of seventy. If you’re curious about what’s next in AI, data, or you just want a dose of digital nostalgia and practical insight, this episode’s for you.



Links

 * FranksWorld.com -http://www.FranksWorld.com
 * Who Moved My Cheese -https://amzn.to/4oeqGvs
 * Impact Quantum Global Report -https://impactquantum.com/GlobalReport/
 * Impact Quantum Podcast -https://impactquantum.com/
 * AutonomousWarfare.ai -https://autonomouswarfare.ai/


Some links may be affiliate links.

Time Stamps

00:00 Grok 4 Daily Updates

05:22 "AI Bubble: Caution and Trends"

12:10 "X64 Chips and Tech Rivalry"

19:49 "Appreciating Thoughtful Scientific Content"

25:34 "History's Arcs and Overcorrections"

27:24 "Unique Identity Beyond Models"

32:03 "Reexamining Privacy Awareness"

41:22 "Geopolitical Prudence and Resources"

47:49 "AI, Podcasts, and Off-Roading"

50:37 "Talking Recycling Bin Origins"

54:37 "AI as a Multilingual Solution"

59:49 Reinventing MCP and Context Memory

01:05:12 "Artistic Talent Meets Engineering"

01:14:08 "Data, AI, and Mastermind Insights"

The Fast-Moving Train of AI - Sovereignty, Acceleration, & Lessons from History

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 for your next used GPU cluster.

Together, they explore everything from why AI startups struggle with fluctuating margins, to the crucial role TSMC plays in the world economy, all the way to the data transparency that might be the missing piece in AI’s explosive growth. Whether you’re curious about benchmarking GPUs, tokenomics, managing infrastructure costs, or just want a glimpse into the future of data markets, this one’s for you.

Stay tuned for a fascinating conversation on normalizing chaos, hedging tech costs, geeking out over hardware, and even a few laughs about used GPU “car lots” in Virginia. Let’s get data driven!



Links

 * Silicon Data -https://www.silicondata.com/
 * Dancing with Qubits -https://amzn.to/4mIOG8U
 * The Nvidia Way -https://amzn.to/3VH9aUv


Time Stamps

00:00 "AI Commodities and GPU Markets"

06:56 Ecosystem Transparency Benefits All

10:55 AI SaaS Cost Optimization Challenges

13:41 Token Economics in Cloud AI

15:27 Optimizing GPU and Token Commitment

18:41 Token-Based Product Innovation

25:00 "Verifying UIDs and Connectivity"

28:43 Measuring GPU Performance

30:41 Supply Chain Impact on GPU Industry

35:43 "TNC's Unchallenged Leadership in Supply Chain"

36:31 Silicon Ecosystem Collaboration

39:38 Nvidia's Strategic TSMC Capacity Purchase

42:51 Bloomberg's Media and Finance Expansion

46:53 "Quantum Reading Challenges"

50:13 "Data Driven Podcast Wrap-Up"

Compute, Carbon, and Cashflow Silicon Data’s Big Bet on GPU Markets

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 around simulating experiences for AI, and the metaphysical rabbit hole of iRobot and simulation theory. We dive into why the next big advancement in AI might not come from making models bigger, but from making them better at simulating the world around them. Along the way, we tackle timely topics in AI governance, security, and the ethics of continuous learning, with plenty of detours through pop culture, finance, and grassroots tech conferences.

If you’re curious about where the bleeding edge of AI meets science fiction, and how simulation could redefine the race for superintelligence, this episode is for you. Buckle up—because reality might just be the next thing AI learns to hack.

Time Stamps

00:00 Upcoming European and US Conferences

05:38 AI Optimization Plateau

08:43 Simulation's Role in Spatial Awareness

10:00 Evolutionary Efficiency of Human Brains

16:30 "Robotics Laws and Contradictions"

17:32 AI, Paperclips, and Robot Ethics

22:18 Troubleshooting Insight Experience

25:16 Challenges in Training Deep Learning Models

27:15 Challenges in Continuous Model Training

32:04 AI Gateway for Specialized Requests

36:54 Open Source and Rapid Innovation

38:10 Industry-Specific AI Breakthroughs

43:28 Misrepresented R&D Success Rates

44:51 POC Challenges: Meaningful Versus Superficial

47:59 "Crypto's Bumpy Crash"

52:59 AI: Beyond Models to Simulation

Why Simulating Reality Is the Key to Advancing Artificial Intelligence

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 healthcare technology, the challenges (and rewards) of bridging vastly different worlds, and why seamless access to best practices at the point of care can be truly lifesaving. Dr. Zamberg shares anecdotes from his career, reflects on the importance of context-driven solutions, and offers a behind-the-scenes look at making clinical workflows smarter, faster, and safer with modern AI. So if you’re curious about how SQL queries meet scalpel skills, this is an episode you won’t want to miss!

Time Stamps

00:00 From Software Engineer to Physician-Entrepreneur

06:04 "From Tech to Medicine: A Journey"

07:43 Tech-Medicine Integration Challenges

12:55 Diverse Medical Experience Overview

14:49 "Healthcare Solutions Over Tech Focus"

18:41 Hospital Best Practices Standardization

20:46 Streamlined Clinician Information Platform

23:59 Solving Healthcare Inefficiencies

29:22 Understanding the Challenges of Tough Jobs

30:11 Practice Grace Over Wealth

33:59 Healthcare Platform for Providers

39:11 Generative AI in Clinical Queries

42:16 Value of Expertise in Problem-Solving

43:48 Praising Expert in AI Medicine

47:50 AI Revolutionizing Healthcare Information

51:27 Data, Coffee, and Code Insights

Dr Ido Zamberg on The Role of AI in Modern Healthcare Delivery From Databases to Defibrillators

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 the Data Age. Every week
we bring the best minds in this emerging field straight to you. Our goal is to
educate and inspire our listeners so that they can be prepared to thrive in a
Data Driven world.

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