#178: How AI Is Actually Changing Software Teams with Hunter Hillegas

#178: How AI Is Actually Changing Software Teams with Hunter Hillegas

Author: Mountain Goat Software April 7, 2026 Duration: 29:24
AI isn’t just speeding up coding. It’s starting to change how teams work, what they build, and even who needs to be involved. In this episode, Brian and Hunter separate real impact from hype and explore what’s already shifting inside teams.   Overview AI tools are improving fast, but what does that actually mean for teams doing the work? In this episode, Brian Milner sits down with Hunter Hillegas, CTO of Mountain Goat Software, to explore how AI is being used today inside real software teams. They dig into where these tools are genuinely accelerating work, from coding agents and automated testing to analyzing large data sets and reducing friction in everyday tasks. They also unpack the growing shift from writing code to reviewing it, and what that means for developers and team dynamics. At the same time, they address the gap between hype and reality. Where does AI perform well, and where does it still fall short? What happens when adoption is pushed top-down without clarity? And how might AI start to reshape roles, collaboration, and expectations across a team? This is a practical, honest look at what’s changing right now, where to start if you’re new to these tools, and how to think about AI as part of your team without losing sight of how real teams actually work.   References and resources mentioned in the show:   Hunter HillegasMountaingoat Software’s AI Toolkit#82: The Intersection of AI and Agile with Emilia Breton#169: Building Practical AI for Agile Teams with Hunter Hillegas#175: When AI Makes Agile Teams Worse with Hunter HillegasAI Doesn’t Eliminate Agile Teams — It Increases the Need for Great Ones by Mike CohnHow to Use AI for Product Discovery and Writing Better User Stories by Mike Cohn Subscribe to the Agile Mentors Podcast    Want to get involved? This show is designed for you, and we’d love your input.   Enjoyed what you heard today? Please leave a rating and a review. It really helps, and we read every single one.   Got an Agile subject you’d like us to discuss or a question that needs an answer? Share your thoughts with us at podcast@mountaingoatsoftware.com This episode’s presenters are: Brian Milner is a Certified Scrum Trainer®, Certified Scrum Professional®, Certified ScrumMaster®, and Certified Scrum Product Owner®, and host of the Agile Mentors Podcast training at Mountain Goat Software. He's passionate about making a difference in people's day-to-day work, influenced by his own experience of transitioning to Scrum and seeing improvements in work/life balance, honesty, respect, and the quality of work.  Hunter Hillegas is the Chief Technology Officer at Mountain Goat Software. With over 20 years of experience in software development, product ownership, and team leadership, he leads the creation of tools like the AI Toolkit and Team Home to support effective, engaging learning experiences. Hunter lives in Santa Barbara, California, with his wife and their dog Enzo.

Hosted by Mountain Goat Software, the Agile Mentors Podcast is a conversation for anyone involved in or curious about agile practices. It’s a space where the philosophy meets the practical, moving beyond theory to tackle the real-world challenges teams face every day. You’ll hear discussions that dig into the nuances of Scrum, Kanban, and other frameworks, exploring how they adapt to different environments and scale. The dialogue often focuses on the human side of change-how to foster better collaboration, navigate organizational hurdles, and cultivate a genuinely agile mindset rather than just going through the motions. This podcast serves as a resource for continuous learning, whether you're troubleshooting a specific sprint issue or looking for fresh perspectives to reinvigorate your approach. Each episode aims to provide actionable insights and thoughtful reflection, making the complex landscape of modern software development feel more accessible and manageable. Tune in for honest talk from experienced practitioners who understand that agility is a journey, not a destination.
Author: Language: en-us Episodes: 100

Agile Mentors Podcast from Mountain Goat Software
Podcast Episodes
#127: Agile Strategies for Job Market Uncertainty with Mark Kilby [not-audio_url] [/not-audio_url]

Duration: 31:06
How do you navigate a bumpy job market with an agile mindset? Join Brian and leadership coach Mark Kilby as they explore practical strategies for staying prepared, leveraging your network, and taking ownership of your ca…
#126: Mastering the Scrum Master Role with Gary K. Evans [not-audio_url] [/not-audio_url]

Duration: 34:30
What does it take to be an effective Scrum Master? In this episode, Brian Milner and Gary K. Evans, author of The Effective Scrum Master, explore the nuanced role of Scrum Masters, the importance of people skills, and th…
#125: Embracing Gratitude in Challenging Times with Brian Milner [not-audio_url] [/not-audio_url]

Duration: 9:26
Get ready for a special Thanksgiving episode where Brian Milner shares what he’s most grateful for this year and why a little reflection on gratitude can go a long way. It’s time to embrace the positives and celebrate th…
#124: How to Avoid Common Product Team Pitfalls with David Pereira [not-audio_url] [/not-audio_url]

Duration: 29:28
Curious if your product team is caught in common traps that limit success? Join Brian and David Pereira as they explore how to simplify workflows, make smarter bets with prioritization, and shift from output-driven think…
#123: Unlocking Team Intelligence with Linda Rising [not-audio_url] [/not-audio_url]

Duration: 44:35
What makes a team intelligent? Brian and Linda Rising explore the surprising factors that foster group intelligence, from psychological safety to diversity, backed by groundbreaking research from MIT and Google. Overview…
#122: Empowering Diversity with Nosa Oyegun & Louria Lindauer [not-audio_url] [/not-audio_url]

Duration: 37:15
Join us as we explore how Agile in Color is breaking down barriers in the Agile community and empowering people of color through mentorship, support, and leadership. Learn how you can be an ally and foster a more inclusi…
#121: Busting the Biggest Myths About Agile Tools with Steve Spearman [not-audio_url] [/not-audio_url]

Duration: 38:29
Can Agile tools really teach you Agile practices, or are they just supporting players? Join Brian and Steve Spearman as they unpack the myths surrounding tools like Jira and discover why the process should always come be…
#120: Agile in Gaming with Clinton Keith [not-audio_url] [/not-audio_url]

Duration: 32:15
How does Agile fit into the fast-paced, high-stakes world of game development? Clinton Keith, author of Agile Game Development, spills the secrets from his time working with some of the top studios in the industry and ex…