DAD AI: Pod to Prod

Kyle Kaplanis
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DAD AI: Pod to Prod is the show for builders who are tired of AI hype and want systems that survive the real world. Each episode we break down the latest AI news and product releases, then get hands-on with what actually matters: shipping enterprise AI that’s secure, auditable, maintainable, and useful inside messy workflows. We run experiments, stress-test “vibe coding” and popular models, and share the wins, failures, and practical patterns that take you from a flashy demo to production. Expect sharp takes, real engineering lessons, and a lot of laughs along the way. If you’re a founder, operator, engineer, or tech leader trying to turn AI into something your team can trust, you’re in the right place.

Episodes

  1. JAN 26

    Vibe Coding vs. Reality: Enterprise AI in the Real World

    In this inaugural episode of DAD AI: Pod to Prod, hosts Shylo and Kyle dive deep into why so many enterprise AI projects fail, and what it actually takes to build production-ready AI systems that work in the real world. They explore the pitfalls of "vibe coding," the dangers of pilot paralysis, and why security, team alignment, and proper engineering are non-negotiable for enterprise AI success. The hosts share insights from their work with institutions like CERN, the Max Planck Institute, and the Swiss Army, and introduce their solution: Dad BOD, an internally-built system designed for real-world enterprise use. Whether you're a startup founder, enterprise decision-maker, or AI enthusiast, this episode offers practical advice on navigating the AI landscape responsibly and finding teams that can actually deliver. Timestamped Show Notes: 00:00 - Introduction Welcome to the Dream Aim Deliver AI podcastToday's topic: Building enterprise AI that doesn't collapseWhy most AI projects fail (spoiler: it's not the model)00:53 - The Problem with Vibe Coding Why demos aren't production systemsThe dangers of "vibe coding" with AI tools like LovableThe Babe Ruth analogy: high risk, occasional home runsCompanies are starting to demand real engineers04:53 - Pilot Paralysis and Security Concerns What happens when proof-of-concepts hit real-world requirementsSecurity vulnerabilities in AI-generated codeWhy checks and balances matter for LLMsThe "Denny's full stack engineer" vs. the real deal07:06 - Team Alignment and Communication Why misaligned teams derail AI projectsThe importance of sprint experience and proper workflowsShadow tools and integration nightmares"If you can't measure the pain, you can't prove the win"Overpromising vs. solving one piece of the puzzle12:54 - The Dad AI Solution Introducing Dad BOD: an internal system built for enterpriseWorking with CERN and handling billions of data pointsClean code architecture with expert full stack developersBuilt for internal use, not public consumption14:33 - Code Ownership and Upgradeability Why companies want to own their codeThe hidden costs of vibe-coded solutionsReal client stories: thousands spent on solutions that broke immediatelyVersion control nightmares and audit log importance17:39 - Working with Serious Institutions Collaborating with Max Planck Institute and Swiss ArmyMeeting rigorous standards and exceeding expectationsHow procurement processes are evolving to catch bad actorsThe importance of having real engineers on your team19:29 - Advice for Startups and Customers Know your limits: the Dunning-Kruger effect in AIDue diligence for customers: look beyond flashy websitesWhy the loudest voices aren't always the bestSupport the show Subscribe: Apple Podcasts | Spotify | YouTube Follow DAD AI: LinkedIn | Website Work with us: Enterprise AI advisory + production builds — contact us below. Contact: kyle@dreamaimdeliver.com | shylo@dreamaimdeliver.com Resources & links: n8n, Loveable Newsletter: “Get the Pod to Prod Brief” Disclaimer: This episode is for informational purposes only and does not constitute legal, financial, or security advice.

    23 min
  • 1 Episode

About

DAD AI: Pod to Prod is the show for builders who are tired of AI hype and want systems that survive the real world. Each episode we break down the latest AI news and product releases, then get hands-on with what actually matters: shipping enterprise AI that’s secure, auditable, maintainable, and useful inside messy workflows. We run experiments, stress-test “vibe coding” and popular models, and share the wins, failures, and practical patterns that take you from a flashy demo to production. Expect sharp takes, real engineering lessons, and a lot of laughs along the way. If you’re a founder, operator, engineer, or tech leader trying to turn AI into something your team can trust, you’re in the right place.

Information

  • Creator
    Kyle Kaplanis
  • Years Active
    2K
  • Episodes
    1
  • Rating
    Clean
  • Copyright
    © 2026     DAD AI: Pod to Prod
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