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Data Driven

Data Driven

By: Data Driven
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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.Copyright 2026 Data Driven Biological Sciences Mathematics Science
Episodes
  • Demystifying State in AI: Smarter Reasoning and Real-World Legal Applications
    Jul 13 2026

    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 believes that innovation in AI is more accessible than it may seem.

    Whether you’re a technologist, a lawyer, or just curious about the future of AI, this is an episode packed with insight, optimism, and actionable advice.

    Links
    • Devansh on LinkedIn -https://www.linkedin.com/in/devansh-devansh-516004168/
    • Devansh on SubStack -https://substack.com/@chocolatemilkcultleader

    Time Stamps

    00:00 Transitioning to Substack and AI Journey

    05:32 Starting to publish research insights

    07:37 Connecting with Senior Leaders

    13:27 Issues with Legal AI Systems

    16:55 Challenges with current AI systems

    19:49 Demand for AI in legal and non-legal sectors

    23:29 Challenges with AI system state management

    24:51 Compounding AI returns over time

    30:50 Meeting the CEO of Iris

    34:20 Tailoring Startup Strategy to Strengths

    36:26 Insights on Cluli's Market Presence

    40:27 Opportunities in AI Innovation

    42:57 Reflecting on market evolutions

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    45 mins
  • Unlocking Enterprise Knowledge – AI, Document Comprehension, and the Future of RAG
    Jul 20 2026

    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, they uncover the hidden complexities behind Retrieval-Augmented Generation (RAG), discuss the importance of hybrid search strategies, and reflect on where the field is heading as enterprise needs push the boundaries of what AI can do.

    Whether you're a data professional, an AI enthusiast, or just curious about how language models are transforming how we understand information, you won’t want to miss this candid and thought-provoking deep dive into the future of AI and data integrity.

    Links
    • Neil on LinkedIn -https://www.linkedin.com/in/neilkatz/
    • Watch on YouTube -https://www.youtube.com/watch?v=qf8qifz_RL8

    Time Stamps

    00:00 Early career in tech and journalism

    04:01 Early consumer AI experiences

    06:49 Early AI and machine learning developments

    11:43 Anthropic's new findings on AI models

    16:15 Data sovereignty in AI systems

    19:27 Implementing open source AI models

    22:49 Breaking down documents for models

    25:45 Understanding the RAG system process

    28:47 Challenges in AI data processing

    31:22 Challenges in RAG with Insurance Data

    36:35 Understanding and managing data security

    39:35 Early days with OpenAI GPT

    40:48 Explaining vector and similarity search

    46:57 The evolution of computing models

    47:29 Computing evolution to cloud and edge

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    50 mins
  • Tackling Data Engineering Challenges with Autonomous AI Agents
    Jul 28 2026

    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 student curious about the evolving landscape, this episode offers practical advice, industry trends, and an optimistic look at how embracing AI can supercharge your career and your organization’s capabilities.

    Links
    • Pradnesh's LinkedIn - https://www.linkedin.com/in/pradneshpatil/
    • Watch on YouTube -https://youtu.be/vxQrjE-U3gw

    Time Stamps

    00:00 Evolution of data technology tools

    04:11 Managing tool stack complexity

    09:09 Discussion on AI guardrails and future

    10:55 Managing MCB server outputs

    14:32 Streamlining Data Pipeline Efficiency

    18:48 Managing and Deleting Memories

    21:12 AI security and virtual employees

    27:16 AI transforming jobs and automation

    30:43 Impact of AI on IT Industry

    32:32 Upgrading legacy systems with AI

    37:10 Importance of Data Engineering

    39:10 Changing role of data managers

    42:45 Home lab challenges and data management

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    44 mins
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