Episodes

  • Competence, Trust and Ethical Client Engagement: Applying Military Strategies to Consulting (E.22)
    Sep 25 2025

    In this episode of Free Form AI, Michael and Ben draw surprising parallels between military strategy and consulting practice. They break down how principles like competence, trust-building and ethical engagement translate into stronger client relationships and long-term success.

    From showing quiet confidence to making clients aware of their pitfalls, the discussion explores how consulting is as much about empathy and communication as it is about analysis. Along the way, they highlight why being “nice” is not a soft skill but a strategic one.

    Tune in to Episode 22 for a wide-ranging conversation about:
    • Why competence and confidence create credibility in client work
    • How to earn trust by showing clients their blind spots
    • Why ethical guidelines are non-negotiable for lasting relationships
    • The role of empathy, communication, and culture in consulting success

    If you’ve ever wondered how to approach consulting with both rigor and humanity, this episode is for you.

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    28 mins
  • Knowledge Sharing, Culture and the Future of Cloud + AI (E.21)
    Sep 18 2025

    Passion for the product, not compensation, is what keeps the best engineers engaged.

    In this episode of Free Form AI, Michael and Ben sit down with Aleksandr Patrushev, Head of DevRel at Nebius, to explore the evolving role of Developer Relations and the culture that sustains technical talent. From modernizing hardware in data centers to weighing the trade-offs between self-hosted and managed services, Alexander shares how knowledge sharing, process and passion drive both DevRel and product management.


    Tune in to Episode 21 for a wide-ranging conversation about:
    • Why DevRel is built on knowledge sharing and community impact
    • The ongoing challenges of modernizing hardware in cloud + AI systems
    • How culture influences technical staff retention and motivation

    If you’re interested in the future of cloud + AI services and how culture shapes technology, this episode is for you.

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    45 mins
  • Solution Accelerators: Balancing Production Software and Durability in AI Development (E.20)
    Sep 11 2025

    Behind every robust AI system is a solution accelerator that makes complex development smarter.

    In this episode of Free Form AI, Michael and Ben dive into the role of solution accelerators in bridging the gap between production-ready software and simpler resources like blogs or cookbooks. They discuss frameworks vs. tools, the challenges of maintainability and how forward deployed engineers can build reusable components.

    Tune in to Episode 20 for a wide-ranging conversation about:
    • Why solution accelerators streamline development
    • How to balance abstraction and usability in frameworks and APIs
    • Testing strategies that support quality and extensibility
    • Where AI tools like GitHub Copilot fit into modern workflows

    If you’re focused on building software that lasts while delivering business value, this episode is for you.

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    50 mins
  • Data Annotation to Auto-Optimization: How Agents and Human Oversight Shape AI's Future (E.19)
    Sep 4 2025

    In this episode of Free Form AI, Michael and Ben explore the evolution of prompt engineering and the rise of auto-optimization in AI. We discuss how agents can execute tasks autonomously, why human oversight remains essential and how defining success criteria shapes model performance.


    Tune in to Episode 19 for a wide-ranging conversation about:

    • Why prompt engineering still matters in an era of automation

    • How auto-optimization could replace traditional data annotation

    • How AI is augmenting business analytics and software workflows


    If you’re interested in where AI agents and automated optimization are heading, click through!

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    50 mins
  • Automating Intelligence: Data Collection, Human Feedback and the Future of Context-Augmented Agents (E.18)
    Aug 28 2025

    In this episode of Free Form AI, we sit down with Tomu Hirata (Databricks), whose journey from medicine to software engineering offers a unique lens on building AI systems. From automating construction machinery to optimizing job postings at Indeed, Tomu has worked at the edge of AI data collection and model design.


    Tune in to Episode 18 for a wide-ranging conversation about:
    • The challenges of gathering real-world data for AI in construction and beyond
    • Why human feedback is critical for prompt optimization
    • How context and memory augmentation will shape the future of AI agents

    If you’re curious about where AI agents are heading, and what it takes to make them truly effective, this episode is for you.

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    1 hr and 8 mins
  • Problem Solving Under Pressure: Lessons in Fundamentals, Failure, and Finding the Fix (E.17)
    Aug 21 2025

    In this episode of Free Form AI, we go behind the scenes with co-host Ben Wilson to explore how his early experiences in the Navy shaped his approach to engineering, risk, and creativity.

    From high-stakes problem solving to the importance of failure-friendly environments, Ben and Michael unpack what it takes to build resilient systems and resilient people. Along the way, they discuss why fundamentals matter, how psychology plays into technical decisions, and why hobbies might be the most underrated engineering tool.


    Tune in to Episode 17 for a wide-ranging conversation about:
    • How high-pressure environments foster innovation
    • Why testing and validation are non-negotiables in good engineering
    • How hobbies support creative problem-solving
    • Why failure (with forgiveness) can unlock new approaches


    More than a career story, this episode is a deep dive into how experience shapes intuition. The best engineers don’t just know what works. They know why it works.

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    57 mins
  • Beyond Benchmarks: How GPT-5 and OSS Are Redefining AI Evaluation (E.16)
    Aug 14 2025

    In this episode of Free Form AI, Michael and Ben unpack the GPT-5 release, with a focus on what really matters: fewer hallucinations, smarter reasoning and why traditional benchmarks may no longer cut it.

    Tune in as we explore open-source OSS, agentic systems and the growing challenge of evaluating models that might already be outsmarting us.

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    31 mins
  • Libraries, Law and LLMs: How Unconventional Paths Are Shaping the Future of AI (E.15)
    Aug 7 2025

    In this episode of Free Form AI, we sit down with Lara Rachidi and Maria Zervou, two AI professionals whose paths defy the traditional tech blueprint.


    Lara began her career in law and economics before pivoting into data science. Maria started at the British Library, digitizing manuscripts and unlocking forgotten datasets. Today, they’re building GenAI systems, leading strategy across regions, and shaping the next chapter of machine learning at OpenAI and beyond.

    Tune in to Episode 15 for a wide-ranging conversation about:
    •What actually makes a technical career resilient
    •Why network-driven learning accelerates growth in AI
    •How tools like DSPy are revolutionizing prompt optimization for agentic systems
    •What the future of LLMs may look like


    More than a career story, this episode is a reminder: some of the most effective voices in tech began outside of it.

    If you’re looking to pivot into the AI field and want some role models, this episode’s for you.

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    1 hr and 6 mins