#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
#158: Should You Skip the Sprint Retrospective? with Mike Cohn [not-audio_url] [/not-audio_url]

Duration: 29:18
Is your team dreading retrospectives, or skipping them altogether? Mike Cohn joins Brian Milner to unpack what’s really going wrong (and how to fix it) so retros don’t just take up time… they actually make your team bett…
#157: What Teams Are Struggling With Right Now with Cort Sharp [not-audio_url] [/not-audio_url]

Duration: 39:27
Scrum isn’t new, but the questions teams are asking about it are evolving. In this episode, Brian and Cort Sharp compare notes on what they're hearing in class, in the community, and behind the scenes. Overview In this e…
#155: Preparing for Interviews the Agile Way with Tali Shlafer [not-audio_url] [/not-audio_url]

Duration: 31:32
Even the most capable professionals can struggle in interviews. In this episode, Brian and job interview coach Tali Shlafer break down why, and what to do instead. Overview In this episode of the Agile Mentors Podcast, B…
#154: The Underpowered PO with Barnaby Golden [not-audio_url] [/not-audio_url]

Duration: 30:26
Join Brian and Barnaby Golden as they dig into a surprisingly common roadblock in Agile teams, the underpowered product owner, and how it quietly derails decision-making, flow, and team momentum. Overview In this episode…
#153: Getting Real Buy-In for Agile Transformation with Scott Dunn [not-audio_url] [/not-audio_url]

Duration: 34:17
Join Brian and Scott Dunn as they unpack what “buy-in” actually means and what it takes to move from surface-level support to genuine commitment in this episode of the Agile Mentors Podcast. Overview In this episode of t…
#152: The Five Pillars of Real Agile Improvement with Mike Cohn [not-audio_url] [/not-audio_url]

Duration: 39:31
Join Brian and Mike Cohn as they unpack the five essential pillars that take Agile from “just the motions” to meaningful, measurable impact. Plus, get a behind-the-scenes look at their revamped course built for real team…
Pressing Pause: A Summer Break and What’s Coming Next [not-audio_url] [/not-audio_url]

Duration: 1:09
We’re taking our own advice and hitting pause to recharge this July. While we’re off the mic, revisit past episodes packed with timeless insights and conversations you may have missed. Overview This week, we're pressing…