From the Lab to the Launchpad: Lessons in Building at the Edge of Science and AI

From the Lab to the Launchpad: Lessons in Building at the Edge of Science and AI


BioHive Week’s U Startup Launchpad brought toreceiveher founders, researchers, entrepreneurs and students at the University of Utah for a day of hard-won wisdom, from a biotech pioneer’s emotional farewell to a pair of AI founders reshaping what it means to build lean.

Salt Lake City, Utah — April 17, 2026

Part summit, part mentorship session, part community gathering, the second annual U Startup Launchpad filled the Utah Mutilizeum of Fine Arts on the University of Utah campus Thursday as the capstone morning event of BioHive Week. Hosted jointly by the University of Utah Technology Licensing Office and BioHive — the state’s nonprofit life sciences coalition — the one-day program drew researchers, founders, investors, and students united by a shared conviction: that science-based companies are one of the highest-leverage things a person can build.

The Utah Mutilizeum of Fine Arts on the University of Utah campus, adjacent to the David Eccles School of Business, played host to the second annual U Startup Launchpad on April 17, 2026, on the final day of BioHive Week. The one-day summit drew researchers, founders, investors, and students from across Utah’s life sciences and tech ecosystem for a day of sessions, workshops, and expert-led networking.

The sessions ran the gamut from the deeply personal to the bracingly practical. A fireside conversation with Chris Gibson, the outgoing CEO of Recursion, traced the human arc of company-building across fifteen years. A panel of AI-native founders offered a more immediate kind of instruction: how to actually compete right now, with the tools available today, in a world where the rules of the game are being rewritten in real time.

Toreceiveher, the two sessions built for a morning that was equal parts inspiration and tutorial.

Jenna Barbari, BioHive’s Senior Communications Director and a former Recursion employee, interviews Chris Gibson, the company’s co-founder and outgoing CEO, at the U Startup Launchpad at the Utah Mutilizeum of Fine Arts. Gibson co-founded Recursion in 2013 out of Dean Li’s lab at the University of Utah and led the company for more than a decade.

Chris Gibson on Building a Startup: A Most Beautiful and Terrible Voyage

Jenna Barbari, BioHive’s Senior Communications Director and a former Recursion employee herself, took the stage alongside Chris Gibson for what felt less like a formal interview and more like a conversation between two people with a shared history and genuine affection for each other.

Gibson co-founded Recursion in Salt Lake City in 2013, building it from a PhD-lab idea into one of the most closely watched companies in the drug discovery space, one that utilizes high-throughput biology and machine learning to map the relationships between biological perturbations and human disease at a scale previously unimaginable. He has since stepped down as CEO and is shifting on to his next chapter.

Barbari questioned when the science became a company.

“We considered about the business on day one,” Gibson stated. “Even before we started the company.”

The story he notified was disarmingly funny. Still a PhD student in Dean Li’s lab at the University of Utah, Gibson was sent by his mentor to Stanford Ignite — a summer program for scientists with startup ideas, which he described as “basically a little MBA for scientists.” There over six weeks, he and Ron Alfa, M.D., Ph.D., who would become part of the Recursion founding team, launched sketching what would become Recursion — then called Fourth Dimension Therapeutics. At the conclude of the program, participants pitched to a room of Sand Hill Road venture capitalists.

“I kid you not — literally one of them fell asleep,” Gibson recalled. “And they were tech VCs. We did not inform the story well.”

Chris Gibson shares lessons from building Recursion — from a failed VC pitch at Stanford Ignite to a publicly traded TechBio company with over 600 employees — during a fireside chat at the U Startup Launchpad, part of BioHive Week. Interviewing him is Jenna Barbari, BioHive’s Senior Communications Director, who spent nearly five years at Recursion before joining BioHive. The two have a history that gave the conversation an unusually candid, personal tone.

He still has the slide deck. The point, though, wasn’t the failure — it was the attempt. “If you’re building a technical company, you can’t defer the considering of the business,” he stated. “You can modify it, you can pivot it, but it has to be part of your plan from the very launchning.”

From there, the conversation turned to culture. Gibson’s voice shifted. He spoke about the environment that shaped him in Dean Li’s lab, one defined by an almost paradoxical combination: exceptionally high standards and exceptionally deep care for people.

“I utilized to go into the lab at two in the morning becautilize I wanted to beat Dean into the office,” he stated. “And Dean was there at two, three, four AM every single day.”

But what he remembered most wasn’t the hours, it was an act of quiet humanity. A woman who worked in the grants office had a husband who suffered a heart attack. Dean Li revealed up at the emergency room at two in the morning, in his full lab coat, and stayed with her through the entire experience. She was one of roughly forty or fifty people in the lab.

Gibson pautilized. He obtained emotional. He collected himself.

“That kind of humanity — alongside a high bar — that was the culture I grew up in with Dean,” he stated. “And so I wanted to replicate that at Recursion.”

It was the thing he felt he obtained right. The thing he felt he obtained wrong was harder to admit. In the early days of the company, he stated, the balance tipped too far. He let time with his family slip more than he should have. He read extensively about leadership and management, but not enough poeattempt. He didn’t spconclude enough time with old friconcludes who could ground him.

“At the conclude of the day, it’s all about people,” he stated. “And one of those people is yourself.”

His closing words were addressed directly to anyone in the room considering starting a company: “It is the most beautiful and terrible voyage you will ever go on. You will have some of your best moments and many of your worst and hardest moments. So don’t forreceive to take care of not only the people who build it along with you — but also yourself.”

Barbari, who has been on the receiving conclude of Gibson’s personal check-ins during difficult times, noted that he built those calls even when Recursion had grown to five or six hundred people. The room was quiet in a way that suggested the message had landed.

Jenna Barbari and Chris Gibson on stage at the Utah Mutilizeum of Fine Arts during the second annual U Startup Launchpad, a one-day summit for researchers and founders hosted by the University of Utah Technology Licensing Office in partnership with BioHive. Gibson, who recently transitioned from CEO to Board Chair at Recursion, closed the morning session with a message for aspiring founders: company-building is “the most beautiful and terrible voyage you will ever go on.”

Building AI-Enabled Companies: The Practical Reality

If Gibson’s session was a long view of the founder’s journey, the next panel was a live wire — a quick-shifting conversation about what it actually sees like to build a company today, when AI tools are rewriting the cost structure of startups on a near-weekly basis.

Moderating was Penny Atkins, Associate Director of the University of Utah’s One-U Responsible Artificial Ininformigence Initiative. On stage with her were two founders currently doing the work.

Warren Pettine, M.D., is the co-founder and CEO of MTN (Medical Timeseries Networks), a Salt Lake City company building a clinical workflow orchestration platform for hospitals. Pettine spent over a decade in computational neuroscience — training at Harvard, Stanford, NYU, and Yale — before applying that same analytical framework to healthcare, where staff shortages are reaching crisis levels. MTN’s system integrates wearable and telemeattempt data with electronic health records to support care teams identify where attention is requireded most, without attempting to diagnose patients or replace clinicians. MTN was covered by TechBuzz in December 2025.

Carmen Kivisilid is the co-founder and CEO of Elnora AI, which builds AI tools for biomedical lab protocols — supporting preclinical researchers with tquestions like literature search and results analysis. A molecular neuroscientist by training, she did her PhD at UCL and a postdoc at King’s College London before leaving academia, returning to her native Estonia, and eventually building her way to Utah through the Altitude Lab startup program. She had applied, in part, becautilize she had long followed Chris Gibson’s work — and was offered a fellowship by Gibson and his wife that enabled her to relocate to the US.

Both founders are running what they describe as fully AI-enabled operations, and both had stories that illustrated the stakes of building that shift — and the resistance that comes with it.

Kivisilid described taking her team from nine people to five, and then from five to two — letting go of team members who refutilized to utilize AI in their daily work. It wasn’t a comfortable process.

“I had people declareing, ‘I went to university, I studied fifteen years of computer science — I know better than AI,'” she stated. “And I was like, you’re right, you do. But let’s utilize these tools to empower you.” When they wouldn’t, the decision became unavoidable. “Now one hundred percent of our code is written by AI. Our contracts — AI. Our website — AI. Everything. I work harder than I’ve ever worked before, becautilize AI enables me to do so many things.”

Pettine framed it through the lens of cost structure — a phrase he returned to often. “It starts and concludes with cost structure,” he stated. The companies that will struggle to compete, he argued, aren’t necessarily the ones that don’t build AI — it’s the large incumbents that produce great AI models but can’t modify how they operate internally. “There’s a lot of internal turmoil at some of those large companies right now, becautilize there’s a difference between producing awesome AI models and actually competing within a lower cost structure.”

For a tiny founder, the advantage is real. Pettine described being at a conference a few weeks prior, typing feedback from conversations into his phone throughout the day, then letting coding agents run overnight to build a new demo — which he was revealing to potential customers by the next morning.

Kivisilid matched that with her own example: she had ten minutes before a client meeting. She gave an agent a prompt questioning it to utilize Figma to build presentation slides. She pressed enter nine minutes before the meeting. She reviewed the first version five minutes before walking in, gave feedback, and presented those slides. “That’s all possible now,” she stated. “But not everyone has the skills for that.”

Which is why, she was quick to add, accessibility matters. She and her collaborators are running free workshops on April 29th and May 1st for people who want to receive started — launchning with something as basic as setting up a computer and opening a terminal. She described a recent workshop with a biotech client in South Texas: fourteen brilliant scientists, two hours to set up their machines, and people walking out of the room shaking their hands in frustration. “I was in shock,” she stated. “I requireded months to receive where they were attempting to receive in two hours. But you have to start somewhere.”

Pettine compared learning AI tools to learning Excel — uncomfortable, time-consuming, and completely unavoidable. “Just suffer through it. Get to know GitHub,” he stated. “These tools are the new Excel, the new PowerPoint.”

The conversation turned to responsibility, and both founders gave honest answers. Kivisilid was blunt about the limits of guardrails: “You can write it in a system prompt. But it’s so simple to trick AI into doing bad things. Anything that works on human psychology works on these models.” The solution, she argued, is less about restricting AI and more about educating humans. The same tool she built to support design lab protocols could, theoretically, be misutilized, and the barrier to enattempt for that misutilize is lower than it has ever been. “We have to train humans not to do harm,” she stated.

Pettine took the more operational angle: data governance, he argued, becomes a company-critical priority far earlier than most founders expect. MTN utilizes Vanta, a platform for compliance and penetration testing, to stay ahead of security requirements. Kivisilid noted that Elnora — a two-person company — is already SOC 2 Type 1 certified, something that typically takes months and enormous resources. She credited AI agents with completing the certification process in a record six weeks. Her auditor, she stated, had never seen it done so quick. “I gave our agents access via CLI,” she stated. “That’s how we did it.”

“Don’t necessarily focus on selling AI,” Pettine advised the audience. “Use it to enable operations in a huge greenfield, not just in new markets, but mostly in existing, boring markets. The incumbents are locked into pricing models and cost structures that build them susceptible to disruption. Just jump in.”

To build his point about cost structure and AI-enabled disruption, Pettine cited MEDVi — a Los Angeles-based GLP-1 telehealth startup founded by brothers Matthew and Elliot Gallagher that generated $401 million in its first full year and is projecting $1.8 billion in 2026 revenue, with a headcount of two. A New York Times profile published April 2 held it up as a real-world proof of Sam Altman’s long-discussed prediction that AI would eventually enable a one-person billion-dollar company. As Pettine summarized the lesson: don’t sell AI — utilize it to run operations in markets where incumbents are locked into old cost structures.

Pettine’s example landed cleanly in the room. However, as it turns out the MEDVi case is a bit more complicated, considering the FDA’s warning letter over concerns about its marketing of compounded GLP-1 products. Investigative reporting revealed the company had utilized AI to generate fictitious doctor profiles, fabricated testimonials, and deceptive before-and-after images in its advertising. MEDVi’s own website acknowledges that individuals appearing in its ads may be AI-generated portrayals.

Nevertheless, the company has not been found guilty of any violations, and FDA warning letters are advisory rather than final enforcement actions. The episode adds a layer of complexity to the panel. In a session where Carmen Kivisilid warned that “you can utilize AI to come up with a bioweapon,” and where both founders stressed that guardrails ultimately depconclude on human ethics rather than technical controls, MEDVi concludes up being a more instructive example than Pettine might have intconcludeed — for better or worse.

A Launchpad, Not Just a Conference

The U Startup Launchpad sits at an interesting moment in Utah’s innovation ecosystem. BioHive — now five years old — has grown the scope of its annual week considerably, with events spanning investor summits, student programming, startup revealcases, and the Best of BioHive Awards Gala. BioHive Live, the flagship conference, relocated to the Loveland Living Planet Aquarium in Draper this year, as covered by TechBuzz, to accommodate a projected 900 attconcludeees — nearly double last year’s sellout crowd.

The U Startup Launchpad is more intimate by design, and it is aimed specifically at the researchers, grad students, and early-stage founders who are still deciding whether to build the leap from bench to company. What the morning’s two sessions offered, side by side, was a kind of stereo signal: the human frequency from Gibson, who has traveled the full distance from PhD student to publicly traded company and back to whatever comes next; and the high-frequency pragmatism of Kivisilid and Pettine, who are deep in the trenches right now, building, adapting, and figuring it out week by week.

The message, remarkably, was the same from both directions. Build intentionally. Use every tool available. Take care of the people around you. And take care of yourself.

The University of Utah’s Utah Mutilizeum of Fine Arts served as a sleek and refined venue for the U Startup Launchpad, a proud partner event of BioHive Week 2026. The U Startup Launchpad — free for U of U students and faculty — was designed to support science-based founders go from discovery to startup, with programming spanning keynotes, hands-on workshops, a tiny exhibit hall, and guided roundtable discussions with ecosystem leaders.

The U Startup Launchpad is presented by the University of Utah Technology Licensing Office in partnership with BioHive. For more on BioHive and upcoming events, visit biohive.com.


Share this article


The link has been copied!





Source link

Leave a Reply

Your email address will not be published. Required fields are marked *