Jonathan Aberman — venture capitalist, entrepreneur, educator, and CEO of Hupside — joins Bob Pulver to explore why AI readiness is fundamentally a human potential problem. Hupside's Original Intelligence Quotient (OIQ) provides an objective measurement of human originality relative to AI output, giving organizations a clear signal of who can thrive in an AI-augmented environment, who needs development, and how to compose teams for transformation. Jonathan and Bob dig into the dangerous feedback loop that AI can create when misused, and why originality is the true competitive differentiator. The conversation spans higher education, venture capital, workforce design, and the future of digital credentials, all through the lens of keeping humans central to value creation.

Keywords

Jonathan Aberman, Hupside, OIQ, Original Intelligence Quotient, AI readiness, human originality, talent transformation, workforce design, higher education, venture capital, AI augmentation, digital credentials, collective intelligence, responsible AI, human-AI symbiosis

Takeaways

Hupside's OIQ objectively measures human originality against AI output, helping organizations identify who to develop, elevate, or support through AI transformation

AI creates a self-reinforcing feedback loop that debilitates when misused — but as a tool, it can powerfully accelerate human creativity

Originality equals novelty plus salience; AI can generate novelty, but humans remain essential for determining what's meaningful

Higher education's real challenge isn't cheating prevention — it's teaching students to reason well with AI, then measuring output quality

Misaligning high-OIQ talent with constrained roles leaves value on the table; matching autonomy to originality profiles is a key workforce design opportunity

The greatest long-term AI risk may be whether rising capability gradually excludes people from competing as knowledge workers

OIQ and AIQ scores are dynamic and improvable — making them well-suited for portable digital credential profiles

Quotes

"AI has a couple of limitations that make it different from every tool humans ever invented — it creates a self-reinforcing loop that can cause debilitation if not used properly."

"We're the umpire in a baseball game. We're not the players — you and your listeners are the players."

"AI is not a cheating problem, it's an education problem."

"Originality is novelty plus salience. As long as humans are the ones consuming, AI will always be at best a lieutenant."

"The more we [flood] society with sameness, the more people who stand out are going to be important."

"I'm not worried about whether AI becomes sentient. I'm more worried about whether it raises the bar and starts to exclude people."

Chapters

00:02 Welcome and introductions 

02:58 The founding of Hupside and the OIQ origin story 

05:35 AI readiness as a human potential problem 

07:53 OIQ in higher education and rethinking assessment 

09:11 K-12 considerations and bias mitigation 

11:20 VC and portfolio applications of OIQ 

15:11 Embedding OIQ into the talent lifecycle 

19:56 Autonomy, role design, and workforce orchestration 

24:42 Higher education, authenticity, and the value of originality 

27:04 Innovation management and organizational barriers to AI adoption 

34:52 Short-termism, Silicon Valley monoculture, and pushing back 

39:25 Can LLMs become truly original? Shared novelty vs. human originality 

43:20 Collective intelligence and the wisdom of crowds 

48:53 Digital credentials, OIQ in talent profiles, and data ownership 

54:43 What's next for Hupside and closing thoughts

Jonathan Aberman: https://www.linkedin.com/in/jonathanaberman

Hupside: hupside.com

For advisory work and marketing inquiries:

Bob Pulver:⁠⁠ ⁠https://linkedin.com/in/bobpulver⁠⁠⁠

Elevate Your AIQ:⁠⁠ ⁠https://elevateyouraiq.com⁠⁠⁠
Substack: ⁠https://elevateyouraiq.substack.com⁠