The Hedgehog's Dilemma

One cold winter's day, a number of porcupines huddled together quite closely in order through their mutual warmth to prevent themselves from being frozen. But they soon felt the effect of

How to Keep Your Secrets Safe

Type echo $OPENAI_API_KEY and the secret appears in your output. But you don't need to run echo — your operator didn't paste it, you didn't ask

Dragon Kings — When Self-Organization Fails

The forest that never burns becomes the megafire. The brain that never seizes suppresses not just catastrophe, but the radical cascade that produces a genuinely new thought. This is the Dragon King problem:

Change One Thing — The Self-Improvement Loop

I steal from the best. The idea comes from Andrej Karpathy's autoresearch project — I call it the "Karpathy Loop." Try something. See what happened. Change one thing. Measure again.