#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
#186: Why Teams Stop Caring About Retrospectives with Cort Sharp [not-audio_url] [/not-audio_url]

Duration: 32:46
Retrospectives are supposed to help teams improve, but for many teams they slowly become rushed, repetitive, or skipped altogether. In this episode, Brian Milner and Cort Sharp unpack why retrospectives lose their value…
#185: The Real ROI of Agile with Scott Dunn [not-audio_url] [/not-audio_url]

Duration: 41:55
A lot of organizations say they’ve “gone Agile,” but still struggle with missed deadlines, unclear priorities, and teams that feel busy without delivering better outcomes. In this episode, Scott Dunn joins Brian Milner t…
#184: Scrum in High-Stakes Environments with John Holmes [not-audio_url] [/not-audio_url]

Duration: 41:55
Many leaders assume Agile breaks down in highly regulated environments. John Holmes has spent years proving the opposite inside aerospace, defense, and space programs where the cost of failure is extremely high. Overview…
#183: How AI Is Reshaping Product Ownership with Lance Dacy [not-audio_url] [/not-audio_url]

Duration: 33:23
AI can help product owners move faster, but faster is not always better. In this episode, Lance Dacy and Brian Milner explore where AI genuinely improves product work and where teams still need strong judgment, clear pri…
#182: Never Stop Experimenting with Stavros Stavru [not-audio_url] [/not-audio_url]

Duration: 26:59
In a world changing faster than most teams can keep up with, standing still may be the biggest risk of all. Brian Milner sits down with Stavros Stavru to explore why experimentation is no longer optional and how teams ca…
#181: How to Start Agile Without Overengineering It with Cort Sharp [not-audio_url] [/not-audio_url]

Duration: 33:34
Too many teams try to “do Agile” by adding layers of process before they understand the problem they’re trying to solve. In this episode, Brian Milner and Cort Sharp discuss how to start Agile simply, avoid unnecessary c…
#179: Leadership Decisions That Quietly Derail Agile with Mike Cohn [not-audio_url] [/not-audio_url]

Duration: 29:35
Many agile struggles don’t start with the team. They start with leadership decisions that seem reasonable but create friction, confusion, or misalignment over time. In this episode, Mike Cohn outlines the patterns that m…
#177: The 5 Habits of High Learning Teams with Lance Dacy [not-audio_url] [/not-audio_url]

Duration: 36:45
Most teams say they want to improve. Few actually build the habits that make it happen. In this episode, Brian and Lance break down what separates teams that learn from teams that stall—and what leaders do that quietly g…
#176: Why Most Product Organizations Struggle with Jason Knight [not-audio_url] [/not-audio_url]

Duration: 34:42
Many product teams are busy, but not necessarily effective. Brian Milner talks with product consultant Jason Knight about why so many organizations struggle with prioritization, customer insight, and measuring success—an…