The average person does not try to solve their problems or struggles. They get stuck in a routine and live the same day over and over. It does not cross their minds to snap out of it, engage in strategic thinking, and change direction so they can eventually reach a more advantageous position in life.
If you want to get ahead of 90% of people, all you have to do is pause, think, and actually attempt to overcome the struggle you're faced with.
It took Claude just 8 MINUTES to discover the same wallet vulnerability
"It is unbelievable that some kid with an LLM just stole $100m because no one bothered to check the source code."
Autistic men are interesting. They often have valuable insights, due to being exceptionally good at logical reasoning.
Psychopathic men are impressive due to their sky high stress tolerance.
Narcissistic men are petty and annoying.
Most men spend their 20s trying to look like they have it figured out.
The smart ones spend it getting punched in the mouth, learning fast, and building something real.
A Princeton probabilist explains why enormous random matrices stop behaving randomly and start behaving like a single fixed object. Almost nobody watches it.
This is Ramon van Handel at Harvard's Science Center, April 2025, on the strong convergence phenomenon.
Every weight matrix in every model starts as random numbers. The claim here is that as dimensions grow, the extreme behavior of such matrices, the largest eigenvalues, the operator norm, stops fluctuating and locks onto a deterministic limit.
That is why initialization works at all. Why spectral norms are predictable. Why large networks behave more consistently than small ones instead of less.
Watch how he sets up what strong means. The distinction between convergence of averages and convergence of the extremes carries the entire result.
A machine learning engineer I know rewatched the setup twice and said scaling laws stopped feeling like empirical luck.
Free on YouTube from the Harvard Mathematics Department, subtitles on.
Random at small scale. Deterministic at large. Nobody told the engineers.