#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
#168: Gratitude, Growth, and the Power to Evolve with Brian Milner [not-audio_url] [/not-audio_url]

Duration: 7:21
It’s not a full episode this week—but it might be the one your heart needs. Brian Milner shares what he’s truly grateful for this year (spoiler: it’s not a new tool or framework), reflects on the human side of agility, a…
#167: Running Better Remote Meetings with Evan Unger [not-audio_url] [/not-audio_url]

Duration: 33:35
Consultant and collaboration expert Evan Unger joins Brian to share practical tactics for leading more engaging, effective meetings that actually get results (and don’t drain everyone’s will to live). Overview In this ep…
#165: Can Your Product Process Keep Up With AI with Cort Sharp [not-audio_url] [/not-audio_url]

Duration: 37:09
If AI is speeding up how fast we can ship, what’s slowing teams down now? Brian and returning guest Cort Sharp dig into the emerging friction between AI-assisted development and the still-slow art of product decision-mak…
#164: Why Innovation Efforts Fall Flat with Tendayi Viki [not-audio_url] [/not-audio_url]

Duration: 34:23
Tendayi Viki joins Brian to unpack the difference between doing innovation and delivering value, with practical takeaways for product folks, innovation teams, and anyone who wants to stop spinning their wheels. Overview…
#163: Should We Go Back to the Office? It Depends. with Lance Dacy [not-audio_url] [/not-audio_url]

Duration: 42:07
Five years post-COVID, are we any closer to knowing what kind of work environment actually works best? Brian and Lance dig into the real drivers behind return-to-office mandates, remote productivity myths, and why "conte…
#161: Test-Driven Development in the Age of AI with Clare Sudbery [not-audio_url] [/not-audio_url]

Duration: 41:05
AI might write your code, but can you trust it to do it well? Clare Sudbery says: not without a safety net. In this episode, she explains how test-driven development is evolving in the age of AI, and why developers need…
#160: The Real Work of a Scrum Master with Brian Campbell [not-audio_url] [/not-audio_url]

Duration: 34:03
What separates a solid Scrum Master from a great one? In this episode, Brian Milner sits down with veteran Scrum Master Brian Campbell to talk about the balance between being empathetic, staying grounded, and knowing whe…
#159:  Is Scrum Really Too Many Meetings? with Lance Dacy [not-audio_url] [/not-audio_url]

Duration: 43:09
“Too many meetings” is one of the most common complaints in Scrum teams, but is it really the meetings, or what’s (not) happening in them? In this episode, Brian and Lance Dacy dig into the events of Scrum to uncover wha…