What does the future of work and education look like when AI can accomplish in a few months what electricity took 80 years to achieve?

Chike Aguh, senior advisor at Harvard University's Project on Workforce, takes us through technological revolutions of the past and present, highlighting what makes generative AI fundamentally different – namely, its unprecedented speed of deployment and the fact that even its creators cannot fully predict its capabilities.

Drawing from his experience as a 2nd grade teacher in New York, Chike offers practical visions of how AI can transform education not by replacing teachers, but by creating more space for students to develop "timeless skills" like leadership, collaboration, and conflict resolution that cannot be learned from books alone. Such skills (unlike the technical "just-in-time skills" that AI is starting to effectively handle) are developed through practice, coaching, and real-world experience.

Chike also says that our AI future isn't predetermined. With demographic trends pointing toward a shrinking workforce, he argues we'll need "all the people and all the AI" working together. But that requires intentional decisions about how we deploy these technologies. Educators play a crucial role in this process – not necessarily as technical experts, but as guides helping students develop frameworks for using AI tools purposefully and ethically.

Want to understand how to prepare yourself or your students for an AI-transformed world? Listen as Chike offers specific, actionable guidance for educators and parents who are navigating this uncharted territory alongside their students.

Learn more about Chike and the Project on Workforce:

• pw.hks.harvard.edu/
• linkedin.com/company/project-on-workforce/

aiEDU: The AI Education Project

• aiEDU.org
• linkedin.com/company/aiedu/

AI is shifting the ground beneath our feet.

In this week's episode with Emmy-winning TV producer Gavin Purcell, we explore how AI differs fundamentally from previous tech trends like crypto, blockchain, and the metaverse.

Drawing from his unique perspective in traditional Hollywood and cutting-edge tech, Gavin explains how reasoning models represent a quantum leap beyond simple prompt engineering toward truly intuitive human-machine interaction.

The conversation turns particularly fascinating when exploring creative industries, where Gavin introduces the concept of "micro-studios" – small teams using AI to produce content that previously required hundreds of professionals. Through a live demonstrations with AI voice companion Maya and popular examples of AI-generated video, Gavin shows how close we already are to genuinely engaging artificial entities.

And since we're aiEDU, we also had to dive into what this means for education, careers, and human connection. How do we prepare students for a world where traditional skills are augmented or potentially replaced by AI? What happens when digital companions become more consistent and accommodating than the humans in our lives? These questions don't have simple answers, but they demand our attention.

And be sure to check out Gavin's AI For Humans YouTube series:

• aiforhumans.show
• linkedin.com/in/gavin-purcell-873060138/

aiEDU: The AI Education Project

• aiEDU.org
• linkedin.com/company/aiedu/

What happens when we invest in entrepreneurs who've been overlooked by traditional venture capital?

Shawna Young, CEO of Camelback Ventures, has dedicated her career to answering that question by giving transformative support to founders from underrepresented communities.

In our wide-ranging conversation, Shawna chronicles her journey from AP science teacher in North Carolina to leader of an organization that has invested in 180+ founders across the country – not just in Silicon Valley. Her personal story illustrates Camelback Ventures' mission to identify brilliant entrepreneurs who are solving problems in their own overlooked communities.

Camelback's approach tackles a fundamental gap in the entrepreneurial ecosystem, where brilliant ideas often fizzle out not from lack of merit but from lack of access to networks and capital. Now in their tenth year of operation, Camelback continue to invest in founders from the education, fintech, and health tech spaces.

Learn more about Shawna and Camelback Ventures:

• camelbackventures.org/
• linkedin.com/company/camelback-ventures

aiEDU: The AI Education Project

• aiEDU.org
• linkedin.com/company/aiedu/

What makes AI different from previous waves of education technology?

Greg Toppo, education reporter at The 74, joins us to unpack how AI is reshaping education from the classroom to district leadership. Drawing from his extensive journalism career and time as a teacher, Greg brings a measured perspective to the AI revolution that's sweeping through schools right now.

The conversation dives into the landmark Massachusetts court case, where a student challenged academic cheating accusations after using ChatGPT on a history assignment. Rather than viewing this as simply a policy failure, Greg frames it as a complex example of how even well-prepared schools must navigate uncharted ethical terrain: "When you're trying to design a bank that is impervious to being robbed, it really helps to consult with a bank robber."

For educators navigating this landscape, Greg recommends balanced information consumption – seeking perspectives from both enthusiastic advocates and thoughtful skeptics. The future of schooling depends not on blindly adopting technology, but rather on carefully considering how it could enhance the fundamentally human endeavor of education while preserving meaningful learning experiences.

You can follow Greg Toppo and The 74 at:

• the74million.org/about/team/greg-toppo/
• x.com/gtoppo

aiEDU: The AI Education Project

• aiEDU.org
• linkedin.com/company/aiedu/

How can K-12 education adapt to AI?

In this thought-provoking conversation, we sit down with aiEDU's Director of Learning (and former high school math teacher) Khushali Narechania to explore how AI can be leveraged to benefit students in the classroom.

Khushali shares how educators are navigating the tensions between embracing new technology and preserving authentic learning experiences.

"The age of the take-home essay is dead," but that doesn't diminish the importance of writing skills – instead, it shows how classroom time will become even more valuable as a space where students can be taught skills that AI can't replicate. Similarly to how calculators transformed math education decades ago, Khushali discusses how AI may similarly shift our focus toward higher-order thinking and interpersonal skills.

Whether you're a teacher wondering how to adapt your assignments or a parent concerned about your child's education, this conversation offers valuable insights into preparing students for an AI-powered future where human connection may be their greatest advantage.

aiEDU: The AI Education Project

• aiEDU.org
• linkedin.com/company/aiedu/

What if we reimagined philanthropy not as a slow, bureaucratic process but as a dynamic engine for innovation?

Kumar Garg, founder of Renaissance Philanthropy and former White House advisor, offers a compelling vision for how philanthropic capital can flow more effectively toward solving the world's biggest challenges.

Drawing from eight years of experience in the Obama White House Office of Science & Technology Policy (OSTP) and his subsequent work with Eric Schmidt, Kumar says there's a fundamental disconnect in how philanthropy approaches edge-case science and technology.

Through fascinating stories, (Ranging from the early development of mRNA technology that later enabled COVID vaccines to the untapped potential of AI for scientific research.) Kumar describes how the right funding structures can accelerate breakthroughs to benefit humanity. He also explores how education, AI readiness, and cross-domain expertise present enormous opportunities for philanthropic impact – but only if we can evolve our deployment models to match the speed of technological change.

You can find out more about Kumar Garg and Renaissance Philanthropy at:

• RenaissancePhilanthropy.org
• linkedin.com/company/renp/

aiEDU: The AI Education Project

• aiEDU.org
• linkedin.com/company/aiedu/

What do K-12 students need to thrive in a world increasingly shaped by AI?

Zarek Drozda, executive director of Data Science 4 Everyone (DS4E), believes data literacy must become as fundamental as reading literacy – and he's building a movement to make it happen.

Inspired by a viral Freakonomics podcast that questioned outdated math curricula, DS4E has grown from operating in one state to 29 states in just four years. Their approach isn't about creating an entirely new subject – it's about intelligently integrating data literacy into existing courses in ways that feel relevant and engaging to students. When kids analyze NBA statistics or Spotify trends, abstract math concepts suddenly become tools for understanding real-world phenomena that they care about.

Zarek takes us behind the scenes of building his nonprofit coalition, sharing honest insights about the challenges of education reform and the strategic choices that led to DS4E's rapid expansion. Rather than competing with other educational nonprofits or building curriculum themselves, DS4E have focused on being connectors – bringing together teachers, researchers, policymakers, and curriculum developers to create sustainable change.

You can find out more about Zarek and Data Science 4 Everyone at:

• datascience4everyone.org
• linkedin.com/company/data-science-4-everyone

aiEDU: The AI Education Project

• aiEDU.org
• linkedin.com/company/aiedu/