#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
#109: Leadership and Culture in DevOps with Claire Clark [not-audio_url] [/not-audio_url]

Duration: 30:02
Join Brian as he chats with DevOps expert Claire Clark about the cultural and mindset shifts needed for successful DevOps adoption, the concept of 'shift left,' and the crucial role of leadership support. Overview In thi…
#108: Adaptive Organizations with Ken Rickard [not-audio_url] [/not-audio_url]

Duration: 19:58
Join Brian and Ken Rickard as they delve into why agile transformations get stuck and uncover strategies for creating adaptive, resilient organizations and people. Overview In this episode, Brian sits down with coach, au…
#107: Transforming Organizational Mindsets with Bernie Maloney [not-audio_url] [/not-audio_url]

Duration: 28:11
Join Brian and Bernie Maloney as they explore the transformative power of mental models, emphasizing the shift from a mechanistic to an organic mindset in Agile organizations. Overview In this episode, Brian and Bernie M…
#106: Innovating Through Economic Downturns with John Barratt [not-audio_url] [/not-audio_url]

Duration: 35:03
Join Brian and John Barratt as they delve into the current state of the agile industry, exploring the impact of economic downturns on agile coaches and Scrum Masters, and discover innovative strategies to navigate these…
#105: Scrum Conferences & Neurodiversity with Brian Milner [not-audio_url] [/not-audio_url]

Duration: 25:02
Join Brian as he delves into the powerful response to his talk on neurodiversity at the Global Scrum Gathering in New Orleans, which emphasized small but significant changes to make environments more accommodating. Overv…
#104: Mastering Product Ownership with Mike Cohn [not-audio_url] [/not-audio_url]

Duration: 39:22
Join Brian and Mike Cohn as they dissect the vital roles and responsibilities of the product owner, from story mapping to stakeholder management. This episode is a treasure trove for anyone looking to sharpen their Agile…
#103: Developer Relations and SQLMesh with Marisa Smith [not-audio_url] [/not-audio_url]

Duration: 28:36
Join Brian and Marisa Smith as they dive into the world of developer advocacy, the challenges of agile methodologies in data engineering, and the vital role of open-source communities. Discover how to better support and…
#102: Communicating Agile Transformations with McCaul Baggett [not-audio_url] [/not-audio_url]

Duration: 31:15
Join Brian Milner and McCaul Baggett as they explore the power of empathy and storytelling in successful Agile transformations. Learn McCaul's five-step approach to effective communication and discover strategies to over…
#101: Fostering Sustainable Change with Leor Herzfeld [not-audio_url] [/not-audio_url]

Duration: 31:06
Join Brian as he discusses the crucial elements of sustainable agility with Leor Herzfeld, Agile Coach and CEO of Integral Agile. Dive into the human side of sustainability and discover the 14 dimensions essential for cr…