10 Years of AI: What Changed, What Didn't, and What's Next with Kathleen Walch
AI Today launches Season 10 with a look back at a decade of AI. Kathleen Walch explores what changed, what didn't, and why governance, project management, and human judgment are more important than ever in the age of generative and agentic AI.
Episode Overview
As AI Today enters its 10th season, host Kathleen Walch takes a step back to reflect on nearly a decade of conversations about artificial intelligence and the lessons that remain just as relevant today as they were when the podcast launched in 2017.
In this special anniversary episode, Kathleen explores how AI has evolved from predictive analytics and machine learning initiatives led by specialized teams to today's era of generative AI and agentic AI, where powerful tools are available to virtually everyone. She examines what changed, what didn't, and why many of the biggest challenges organizations face with AI are still rooted in data, governance, expectations, and business alignment.
You'll hear reflections on:
- The AI fundamentals that have stood the test of time including the 7 patterns of AI and 6 phases of CPMAI
- Why use cases and business value matter more than the underlying technology
- How large language models (LLMs) transformed AI accessibility and adoption
- The continuing importance of data quality, governance, and responsible AI
- Why AI works best as a human-machine partnership (augmented intelligence)
- How project professionals are becoming critical to successful AI initiatives
- What organizations need to do to move from AI experimentation to sustainable, scalable value
Drawing on insights from more than 540 episodes and hundreds of conversations with practitioners across industries, Kathleen revisits some of AI Today's earliest questions: Why does AI matter? Should we be afraid of AI? And what does the future of AI mean for organizations and the people who lead change within them?
Whether you've been listening since Season 1 or are discovering AI Today for the first time, this episode offers a thoughtful look at how far AI has come and what will continue to matter as we enter the next decade of AI adoption.
Featured in This Episode

Kathleen Walch
Director of AI engagement and community at PMI and host of AI Today, Kathleen Walch is committed to advancing AI-driven innovation in project management education. Kathleen joins us from Cognilytica, where she co-developed Cognitive Project Management in AI (CPMAI)™—a methodology now used by Fortune 1000 firms and government agencies worldwide to manage AI and advanced data projects. Kathleen is a dynamic presenter, researcher, and thought leader on emerging technology best practices. She’s a highly-sought-after keynote speaker, as well as a regular Forbes contributor, TechTarget SearchAI columnist, and SXSW Innovation Awards judge.
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