Clusters or Chaos
Mapping the geometry of LLM failure modes (NTNU, in progress)
Former national team athlete, now building at the edge of AI and quantitative systems.
I chose breadth on purpose. Every summer a different industry, every year a different problem. Basketball, medicine, mathematics, sovereign wealth funds, startups. Not because I couldn't pick, but because range is how you develop taste, and taste is what matters when everyone has access to the same tools.
The most important skill of the next decade is the ability to think differently from the machines you work with. AI makes output converge. The more you rely on it, the more your thinking starts to mimic it. The edge belongs to people who bring variance: unexpected connections, contrarian instincts, ideas a model would never reach. In a world where anyone can build with AI, small teams of sharp, different people are the ultimate multiplier. Together you arrive at ideas no individual and no model could reach alone.

A curated selection of work across quantitative finance, AI research, and product.
Additional projects in progress

I Solved Klotski
2swap

How They Got Rich!
Patrick Boyle

How Long is Now? Introduction to Metaphysics
exurb1a

You'd Be Surprised How Bad of a Person You Are
Pursuit of Wonder

Why The Rich Should Decide
Art of the Problem

Amazon Created The Socialist Dream
Art of the Problem

The Philosopher Who Started a Cult
Sisyphus 55

Pleistocene Park: Reviving the Mammoth Steppe
Atlas Pro

Can Humans Make AI Any Better?
Welch Labs

imec: The Most Important Company You've Never Heard Of
High Yield

Machine-Assisted Proofs
Simons Foundation

The Death of Socrates: How To Read A Painting
Nerdwriter1

Death Is a Problem We Refuse to Solve
CGP Grey

The Dark Matter of AI: Mechanistic Interpretability
Welch Labs

Jeff Dean Says AI's Biggest Opportunity Is Still Untouched
Laude Institute

The Kelly Criterion
Mutual Information

How To Think About Thinking Models
Neel Nanda

The Napoleonic Wars (Part 1)
OverSimplified

A Quant's Perspective on the 2008 Financial Crisis
Susquehanna

A* Search: How Map Apps Find Shortest Routes
Reducible

The World's Most Important Machine
Veritasium

The Worst Horror On Earth You Aren't Being Told About
RealLifeLore

The Hardest Problem on the Hardest Test
3Blue1Brown

I Implemented Gaussian Splatting in Unity
IndividualKex

Advice for Time Traveling to Medieval Europe
Premodernist

Did LeBron James Play the 3 Greatest Games Ever in 2016?
Thinking Basketball

This Paradox Splits Smart People 50/50
Veritasium

The Banach-Tarski Paradox
Vsauce

The Real Reason We Don't Ride Zebras
CGP Grey

The Placebo Effect Has an Evil Twin
CGP Grey

Momentum isn't Magic: Hot Hand Analysis
Michael MacKelvie

A Better Way To Picture Atoms
minutephysics

Rewriting DNA to Make Custom Monstrosities
The Thought Emporium

One Minus One Plus One Minus One
Numberphile

Zeno's Paradox
Numberphile

Singapore: The World's Only Successful Dictatorship?
PolyMatter

Are America's Students Falling Behind?
PolyMatter

Anthropic Found Out Why AIs Go Insane
Two Minute Papers

Messages For The Future
Vsauce

Why Do India And China Have So Many People?
MinuteEarth











