Inside Machine Mind’s Conversation with Peter Harris of University Growth Fund

Venture capital gets romanticized a lot. Term sheets, pitch competitions, unicorn valuations, the whole thing looks glossy from the outside. But if you actually sit down with someone who has spent nearly two decades in the industry, the picture that emerges is a lot less about glamour and a lot more about judgment, patience, and knowing how to read a room full of uncertainty.

That is exactly the conversation Greg Toroosian, CEO and Founder of Samson Rose, had on Episode 121 of Machine Minds, with Peter Harris, Partner at University of Growth Fund. According to Peter, he has lived through multiple market cycles, helped rebuild one of the largest student-run venture funds in the country, and now co-runs a firm that blends real investment returns with training the next generation of investors. Aside from this, Peter also has a clear, no-nonsense view of how artificial intelligence is about to rewrite the rules for building and funding companies.

If you work in startups, run a company that might raise capital someday, or just want to understand where venture investing is headed, this episode is worth your time. Here is what stood out.

From Wanting to Be an Engineer to Rebuilding a Venture Fund

Peter’s path into venture capital did not start with a finance degree or a Wall Street internship. It started with watching his father leave a career in engineering to try his hand at real estate investing. That shift planted an early seed. Soon, he realized that business itself could be a tool for solving problems at scale, not just a career track that ran parallel to engineering.

That mindset eventually led him to one of the largest student-run venture funds in the country, where he helped rebuild and operate it. Anyone who has tried to rebuild an institution from a shaky foundation knows this is not a glamorous work. It means fixing processes, rebuilding trust with limited partners, and making sure the next group of students coming through actually learns something real instead of playing pretend investor.

From there, Peter went on to co-found University Growth Fund, a diversified fund investing at Series A and beyond. What makes UGF distinct is its mission. It is not just chasing returns. It blends strong financial performance with student development and economic impact, giving college students hands-on experience evaluating real deals alongside professional investors.

Why Living Through Market Cycles Changes How You Invest

One of the more grounded parts of the conversation was Peter’s take on market cycles. A lot of newer investors have only ever seen a bull market. They have not had to sit through a downturn where capital dries up and founders who looked brilliant a year earlier suddenly cannot raise a dime.

Peter’s experience navigating both booms and downturns has shaped how he evaluates risks, founders, and timing. A few of his key points on this are:

Investors who have only operated in good markets tend to underprice risk, because they have never had to watch a portfolio company struggle to survive.
Timing a raise matters just as much as the quality of the business. A great company can still get punished by bad market timing.
Pattern recognition is not something you can shortcut. It comes from watching enough deals succeed and fail to know what the early warning signs actually look like.

This is part of why Peter puts so much weight on a founder’s ability to raise capital in both good and bad markets. He argues that fundraising ability is one of the most underrated skills a CEO can have. It is not just about telling a good story when investors are eager to write checks. It is about keeping a company alive when the checkbooks close.

Grit, Earned Secrets, and What Peter Actually Looks For

Resumes and pitch decks only tell part of the story. Peter spoke at length about what he looks for that goes beyond the paper version of a founder.

In the episode, the word “grit” came up repeatedly. Not grit as a buzzword, but grit as a practical advantage. Peter’s view is straightforward: sometimes, the winning strategy in a competitive market is simply outlasting everyone else. Founders who can survive the lean years, who keep showing up when competitors burn out or run out of runway, often end up capturing the market almost by default.

Beyond grit, Peter looks for what he calls earned secrets. These are insights a founder has picked up from lived experience that cannot be learned from a case study or a business school lecture. A few examples of what this looks like in practice are:

Deep, first-hand knowledge of a customer problem gained from actually working inside the industry.
Insight into why previous attempts at solving a problem failed, and what that reveals about the real obstacle.
A founder’s own scar tissue from prior ventures, which often translates into sharper decision-making the second or third time around.

This is the kind of signal that does not show up in a polished pitch deck. It shows up in how a founder answers hard questions and whether their conviction is backed by real experience or just enthusiasm.

Why Most Businesses Should Not Raise Venture Capital

This might be the most useful, and most counterintuitive part of the episode for anyone building a company. Peter was direct about the fact that venture capital is not the right path for most businesses. It gets treated as the default milestone of success in startup culture, but it comes with real trade-offs.

Raising venture money means giving up a meaningful degree of control. It means answering to investors with their own return timelines and expectations. It means pursuing growth in a way that fits a fund’s model, which is not always the same as what is healthiest for the business itself.

Peter’s advice boils down to this: founders need to think clearly about what the capital is actually needed for before they go raise it. Too many founders raise because it feels like validation, not because they have a clear plan for what the money will unlock. That distinction matters enormously once the check clears and the expectations kick in.

How AI Is Reshaping Creation, Distribution, and Labor

The other half of the conversation shifted toward where Peter thinks things are headed, and this is where the episode gets especially relevant for anyone paying attention to how fast the tools are changing.

Peter’s core observation is that AI is driving the cost of creation towards zero. Writing code, generating content, producing early versions of a product; all of this is getting cheaper and faster because of AI tools. That sounds like good news, and in some ways, it is. But it also means creation alone is no longer the competitive advantage it used to be.

If everyone can build something quickly, the real differentiation shifts elsewhere. Peter pointed to a few areas where he thinks advantage now lives:

Distribution, meaning, how effectively a company can get its product in front of the right people.
Sales, because closing deals and building relationships still requires a human touch AI cannot fully replace.
Brand, since trust and recognition become more valuable when the underlying product is easier for anyone to replicate.

There is also a bigger-picture implication here around labor markets. As AI changes what kinds of work are automatable, Peter suggested that ownership of assets may matter more than ever in the decade ahead. If the value of labor becomes less predictable, having a stake in something that appreciates, whether that is equity, real estate, or another form of ownership, becomes a more important part of building long-term security.

Common Mistakes Founders Make When Pitching VCs

Peter also touched on the practical side of fundraising and the mistakes he sees over and over from founders sitting across the table. A few of the recurring issues are:

Founders pitch a vision without a clear articulation of what specifically the capital will be used for.
Founders underestimate how much investors are evaluating their ability to raise future rounds, not just this one.
Founders treat the pitch as a one-way presentation instead of a conversation, missing the chance to demonstrate how they think under pressure.

None of this is really about polish. It is about clarity, self-awareness, and understanding that a VC is not just betting on the idea; they are betting on the person running toward it.

Why This Conversation Matters for Founders in Hard Tech and Robotics

A lot of the themes in this episode land especially hard for founders building in robotics, hardware, and other hard tech categories, where capital efficiency, timing, and the right team can make or break a company long before revenue tells the real story.

This is exactly the world Greg Toroosian, and his firm, Samson Rose, operate in every day. Samson Rose is a boutique retained search firm built specifically for robotics and hard tech companies, helping founders and investors find the operators and technical leaders who can actually execute on a hard technology roadmap. In a landscape where, as Peter pointed out, distribution and execution matter more than ever, having the right people in the room is often the difference between a company that survives a downturn and one that does not.

If you are building or investing in robotics and hard tech and you need help finding the leadership talent to back up your vision, Greg and the Samson Rose team bring exactly the kind of specialized, relationship-driven search experience this space requires.

Catch the full conversation between Greg Toroosian and Peter Harris on the Machine Minds podcast, and keep listening for more conversations at the intersection of technology, capital, and the people building what comes next.

Deeper Your Understanding of Venture Capital in the AI Era

Explore More from Machine Minds and University Growth Fund:

Listen to the Full Discussion: Head over to Spotify or Apple Podcasts for What Venture Capital Really Optimizes For in an AI-Driven World With Peter Harris.
Learn about the Fund: Visit the official University Growth Fund website to explore their investment approach, portfolio, and studio fellowship model.
Connect with the Guest: To follow insights on venture capital, founder evaluation, and market cycles, follow Peter Harris on LinkedIn.

What Venture Capital Really Optimizes For in an AI-Driven World