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Data Driven

Data Driven
Data Driven
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340 episoder

  • Data Driven

    Your Security Model Is Stuck in the ’80s. AI Isn’t.

    05.10.2026 | 50 min.
    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 equipment into production. Frank and Richard also explore the promise of AI-assisted coding, the experience junior developers need to build, and the expensive gap between a successful demo and software that holds up under real demand.
    From a storage cluster that failed on its second day of testing to a deployment that collapsed under load, the episode offers practical lessons in building durable systems and teams that take responsibility for them.
    Key Takeaways
    • Design beyond the perimeter. Richard argues for barriers and tripwires inside the environment, with attention to how data moves between systems.
    • Build around application needs. Storage performance, traffic separation, redundancy, and failure recovery should reflect the actual workload.
    • Break down technical silos. Developers and infrastructure teams need each other’s knowledge to diagnose problems and implement security effectively.
    • Keep human judgment in AI-assisted development. Generated code and automated tests still need experienced review and realistic load testing.
    • Make accountability specific. Divide responsibilities clearly, give engineers a path to ask for help, and involve clients when they own a blocker.
    • Test before trusting. Vendor assurances and a working demo do not establish how a system will behave in production.

    About the Guest
    Richard Luna is the CEO of Protected Harbor. His career has spanned software development, managed services, hosting, DevOps, and SaaS infrastructure engineering. In this conversation, he brings that experience to the design, operation, and security of systems that businesses depend on.

    Links and Resources
    Richard on LinkedIn:https://www.linkedin.com/in/richardluna/
    Protected Harbor:https://www.protectedharbor.com/
    Watch on YouTube -https://youtu.be/y6ZHVmJtf9o

    Time Stamps
    00:00 Why the 1980s security model falls short
    01:21 Introducing Richard Luna
    02:32 What SaaS infrastructure engineering means
    03:53 AI threats, perimeter defenses, and information silos
    05:44 Building barriers and tripwires
    07:17 Application-aware infrastructure
    10:27 Phased change and lessons from Toyota
    11:22 Rebuilding infrastructure around the workload
    13:37 Collaboration, zero trust, and asking for help
    15:35 Data flow, security, and finding the root cause
    18:19 Listening to clients and earning long-term trust
    20:08 AI-assisted coding and the next generation of developers
    21:17 Why generated tests are not enough
    25:17 DevOps experience and “works on my machine”
    26:58 Learning from the loss of a customer
    29:02 Dividing responsibilities without losing accountability
    31:56 Oversight meetings that remove obstacles
    33:34 Empowering clients and engineers
    35:42 Respect, culture, and learning across teams
    38:06 Building a business by solving clients’ problems
    42:01 Planning for failure instead of fighting fires
    43:01 Stress-testing enterprise storage
    47:01 A deployment failure and the cost of skipping tests
    48:32 Cloud scaling and runaway costs
    49:48 Closing thoughts and connecting with Richard

    Subscribe to Data Driven for more conversations about data science, AI, data engineering, and the people building the systems behind them.
  • Data Driven

    Beyond Dashboards – How Decision Intelligence Optimizes Industrial Asset Risk

    29.09.2026 | 50 min.
    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.
    From the challenges of aging infrastructure to the growing retirement wave of experienced engineers, this episode reveals how the right blend of technology and expertise is shaping a new era of operational resilience and risk management.
    Links
    Andy on LinkedIn -https://www.linkedin.com/in/andypruett/
    Watch on YouTube -https://www.youtube.com/watch?v=qzpVpgoO5KA
    Lumicent -https://www.lumicent.com/
    Blog Post -https://www.franksworld.com/2026/09/28/navigating-the-data-tsunami-from-iot-sensors-to-smarter-decisions-in-industrial-operations/

    Time Stamps
    00:00 Focusing on asset risk management
    03:56 Managing food plant risks
    07:48 Managing information in heavy industries
    11:45 Workforce challenges and knowledge loss
    16:00 Transforming data into decisions
    18:46 Predictive maintenance challenges in plants
    22:14 Adoption urgency and house analogy
    27:32 Collaborating with Risk Engineers
    29:16 Understanding insurance risk strategies
    32:31 Insurance industry changes and parametrics
    36:46 Managing risk in operations
    40:03 Challenges with predictive analytics in cars
    43:02 Getting into engineering from Alaska
    45:37 Handling a power outage crisis
    49:01 Wrapping up and contact info
  • Data Driven

    How Compliance Became Cool: Richa Kaul on Security, Privacy, and AI

    21.09.2026 | 45 min.
    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 role of the Chief Information Security Officer, the importance of proactive, layered security measures, and why compliance is rapidly gaining attention—not just as a regulatory checkbox, but as a central business strategy. With practical advice for both enterprises and individuals on maintaining digital privacy and security, this episode is essential listening for anyone navigating today’s high-stakes data landscape.
    Links
    Richa on LinkedIn -https://www.linkedin.com/in/richa-kaul/
    Complyance Web site -https://www.complyance.com/
    Complyance on LinkedIn -https://linkedin.com/company/complyancehq/
    Watch on YouTube -https://www.youtube.com/watch?v=CFsUcm5u4MY

    Timestamped overview

    00:00 Privacy and security frameworks overview
    03:54 Impact of Equifax data breach
    06:21 Focusing on data security
    09:58 Managing complex enterprise security controls
    15:53 Focus on AI and information security
    18:37 Learning from Fire Safety Education
    20:47 Phone security in modern cyber warfare
    24:48 Concerns about IoT device security
    29:10 Protecting Privacy from Algorithms
    30:44 Security and privacy concerns
    35:23 GTA's social commentary on privacy
    39:11 AI's Role in Cybersecurity Awareness
    41:03 Global connectivity and surveillance issues
    44:47 Ending on a positive note
  • Data Driven

    Why Business Knowledge Beats Tool Complexity in the AI Era

    16.09.2026 | 54 min.
    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 revolutionized the way organizations work with data. Together, Frank and Rob discuss the critical role of expert stewardship in products like Excel, the complexity hidden beneath familiar interfaces, and the challenges traditional BI faced before the rise of more accessible, user-centric solutions.
    The conversation then turns to the cutting edge, unpacking what generative AI and large language models mean for the future of data, and why business intelligence might just be the best starting point for companies aiming to embrace AI. Whether you’re a data engineer, AI enthusiast, or business leader, this episode is packed with insights on how mastering data remains the foundation for all technological progress. Join us as we look backward and forward at what it really means to be data driven.
    Links
    Rob on LinkedIn -https://www.linkedin.com/in/robcollie/
    Fair Game: Customizing AI to Your Business Is Easier Than You Think -https://link.amazon/B0bgySLKy
    Get a free Audiobook on Us -https://www.audible.com/ep/creator?afsrc=1&source_code=PDTGBPD060314004R

    Time Stamps
    00:00 Interview with Rob Collie
    06:38 Managing Excel's core development team
    08:28 Learning Excel's Complexity
    12:15 Discovering Power BI at Microsoft
    15:12 Understanding and using SSAS MDX formula
    20:23 Making Power BI user-friendly
    23:29 AI exceeding expectations for crafters
    26:21 Founding and evolving P3 company
    28:05 AI model advancements and business impact
    32:34 LLM memory limitations
    35:11 Integrating AI into consulting business
    40:21 Challenges with training AI chatbots
    41:24 Understanding AI without going deep
    46:56 AI improves business intelligence
    48:34 AI enhancing business intelligence
    51:53 Why LLMs succeed where CPUs fail
    54:29 Core skills in tech evolution
  • Data Driven

    Bridging AI and Human Intelligence – Multicolor Lasers and the Future of Photonic Computing

    15.09.2026 | 54 min.
    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 future of hardware.
    We’ll hear why the traditional focus on faster processors is giving way to a new era where the speed and efficiency of inter-chip communication—powered by light, not electricity—becomes the key to smarter, greener computing.
    Tune in as we decode the transformation of data center architecture, explore the practical and philosophical implications of merging photonics and electronics, and peek into how today’s innovations lay the foundation for tomorrow’s quantum breakthroughs.
    Whether you’re a seasoned technologist or just quantum-curious, this is a conversation you won’t want to miss!
    Links
    Vivek on LinkedIn -https://www.linkedin.com/in/vivek-raghunathan-8228913a/
    XScape Photonics -https://www.xscapephotonics.com/
    Watch on YouTube -https://youtu.be/NcXWZyPuyqE

    Time Stamps
    00:00 Discussing Montreal weather transition
    05:04 AI efficiency and power use
    10:14 Advancing data transfer on copper wires
    11:31 Copper vs. fiber optics limits
    17:13 Optical cables replacing copper wires
    20:36 Quantum computing and comb lasers
    24:32 Integrating electronics and photonics
    27:40 AI efficiency and energy consumption
    31:54 Photonics on 12-inch wafers
    33:39 Analog computation basics
    37:50 Transition to photonic computing
    42:24 Data center strategy discussions
    45:32 NVIDIA's holistic system design approach
    47:05 High-bandwidth cluster discussion
    51:31 Reducing data center power consumption
    53:42 Candace and Frank on podcasts
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Om 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 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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