John Gamba on What EdTech Needs to Get Right About AI, Scale, and Learning Outcomes at Catalyst @ Penn GSE

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Jan 23, 2026

John Gamba, Entrepreneur in Residence at Catalyst at Penn GSE, has been pivotal in mentoring education entrepreneurs and leading impactful competitions. He delves into the critical evolution of AI in education, discussing its transition from experimentation to meaningful implementation. Gamba emphasizes the importance of centering equity in education innovation, measuring real learning outcomes over mere funding. He also warns against 'AI junk food,' advocating for responsible AI use that addresses the holistic needs of learners.

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ANECDOTE

Winners Become Long-Term Family

John describes past winners like Jody Anderson and DM Christel to illustrate long-term support and success.
He emphasizes ongoing mentorship and community beyond the competition stage.

INSIGHT

AI Needs Learning-Science Roots

AI adoption in edtech moved from demystification to pilots and now to institutionalization tied to learning science.
Successful AI ventures align models with pedagogy to develop critical thinking, creativity, and whole-child outcomes.

ADVICE

Build AI With Stakeholders

Build AI tools with stakeholders—researchers, policymakers, frontier model providers—to ensure ethical, scalable adoption.
Target high-impact problems like literacy using ASR and focused learning-science approaches rather than gimmicky "AI junk food."

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John Gamba is Entrepreneur in Residence at Catalyst @ Penn GSE, where he mentors education entrepreneurs and leads the Milken-Penn GSE Education Business Plan Competition. Over 17 years, the competition has awarded $2M to ventures that have gone on to raise more than $200M in follow-on funding, with a strong focus on equity and research-to-practice impact.

The 2026 Milken-Penn GSE Education Business Plan Competition is now open for applications. The application is simple and due by February 11. Apply here.

💡 5 Things You’ll Learn in This Episode

How the Milken-Penn GSE Competition supports high-impact edtech founders
Why research-to-practice is critical for scalable education innovation
How AI in education is moving from experimentation to institutional adoption
What it takes to center equity while building sustainable edtech businesses
Why learning outcomes matter more than funding or reach alone

✨ Episode Highlights
[00:02:15] The evolution of the Milken-Penn GSE Competition
[00:09:26] From AI pilots to learning-science-driven implementation
[00:13:35] Responsible AI and avoiding “AI junk food” in education
[00:25:42] Keeping equity at the core of edtech innovation
[00:29:44] Measuring real impact beyond capital raised
[00:39:54] Why AI benchmarks and standards are the next frontier
[00:44:36] How founders can engage with Catalyst and Catapult

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