#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
#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…
#175: When AI Makes Agile Teams Worse with Hunter Hillegas [not-audio_url] [/not-audio_url]

Duration: 27:32
AI can make teams faster. But it can also quietly make them worse. In this episode, Brian Milner and Hunter Hillegas dig into the risks no one wants to talk about—from eroding developer judgment to weakening team communi…
#174: Why Estimating Still Matters with Mike Cohn [not-audio_url] [/not-audio_url]

Duration: 36:14
Estimating can bring out strong reactions, and for good reason. Mike Cohn and Brian Milner unpack why it gets misused, what “estimate responsibly” really means, and how to use planning to make better decisions without tu…
#173: Hiring for Agile Roles That Actually Work with Cort Sharp [not-audio_url] [/not-audio_url]

Duration: 39:28
Hiring for Scrum roles is harder than it looks. Making the wrong call can derail an Agile transformation before it even starts. In this episode, Brian and Cort unpack what to actually look for in Scrum Masters, Product O…
#172: The Five Pillars of Agile Transformation with Mike Cohn [not-audio_url] [/not-audio_url]

Duration: 32:30
Most agile transformations start with energy, and then stall out when things get complex. In this episode, Mike Cohn returns with a practical framework to help teams and leaders spot what’s missing, build lasting momentu…
#171: Why Agile Teams Succeed—or Don’t with Colin Fisher [not-audio_url] [/not-audio_url]

Duration: 34:02
Most teams aren’t broken because of individual incompetence. They’re struggling because the group itself isn’t set up to thrive. In this episode, author and researcher Colin Fisher joins Brian to reframe how we think abo…
#170: Leadership Lessons from the Marine Corps with Tanner Wortham [not-audio_url] [/not-audio_url]

Duration: 30:11
What can Agile leaders learn from the Marines? In this episode, Tanner Wortham joins Brian to share how principles of military leadership—like building authority into the trenches, experimenting under pressure, and prior…
#169: Building Practical AI for Agile Teams with Hunter Hillegas [not-audio_url] [/not-audio_url]

Duration: 34:14
It’s not just about cool tools. Hunter Hillegas (CTO at Mountain Goat Software) joins Brian to unpack what it’s really like to build with AI—from hallucinations and context management to dev workflows, testing strategies…