From Miami dunker to AI agent founder: Nico Christie's path to Shortcut

Executive overview

Most founders follow a linear path. Nico Christie went from professional dunker to data scientist to AI researcher — and built the same underlying skill each time: rapid, deliberate iteration.

Shortcut, his Excel AI agent, grew out of Fundamental Research Labs, an MIT-spun company building toward digital humans. The product succeeded because the team applied the same obsessive iteration loop to product demos, launch strategy, and internal deadlines that Nico once applied to his vertical jump.

The edge at every level comes from compressing the iteration cycle and refusing to stop before the plateau.

Building world-class skills through iteration

• Hit a 47-inch vertical by raising the bar one inch at a time, repeating thousands of reps.
• Getting from 95th to 98th percentile is harder than 1st to 95th — but that gap is where real value is created.
• Got into MIT by taking every available practice test daily and learning every vocabulary word that had ever appeared on the verbal section.
• Learned programming by grinding LeetCode for hours a day after a master's in data science.
• The pattern is the same across fields: quick iteration, specificity, belief your ceiling is higher than others assume.

Breaking into a new field

• Took the first finance consulting job available despite having no passion for it — used it as a bridge.
• Joined a sports-tech startup as unpaid labor from December to August to earn a founding team spot.
• Learned product development, hiring, and scaling before deciding to co-found in AI.
• Chose AI because it was the biggest, most competitive pool — the "best in the baddest pool" standard.

Building Fundamental Research Labs

• Spun out of MIT ~18 months before this interview; co-founder Robert is a premier neuroscience researcher.
• Core thesis: multi-agent frameworks as the platform layer, with products built on top.
• Roadmap stages: games → multi-agent → productivity → embodiment (digital humans).
• Shortcut is the current productivity-stage product; top-rated AI game on Roblox is the games-stage artifact.
• A product success or failure doesn't change the roadmap — the stages were pre-committed.

Shortcut's launch strategy

• Demos are exactly two minutes, spending almost all of the time on use cases — not investor names or funding rounds.
• Funding announcements in demos are "theater for Twitter"; customers don't care.
• The launch hit ~4M views on LinkedIn, ~4M on Twitter, ~10M on Reddit with 10,000+ comments requesting access.
• The right audience reaction to a demo: "these people are going to make so much money."

Working with Speedrun and instilling iteration culture

• Partnered with Speedrun accelerator to learn product, monetization, and storytelling — skills the research team lacked.
• Created a voluntary internal deadline: present progress to Speedrun partners every Tuesday.
• Speedrun told them they didn't have to do it; they did it anyway as a forcing function.
• Result: a company culture of shipping every day.

On passion and long hours

• 14 hours a day is described as table stakes, not exceptional.
• Getting good at something is often the mechanism that causes you to love it — not the other way around.
• Protect the parts of work you love by actively removing the parts that "tank the well," even at business cost.