[M] LILA-E8, LILA-Leech: The Geometric Intelligence Manifesto. Why Sam Altman’s "Parameter Golf" is already over.

Sam Altman and OpenAI just announced "Parameter Golf." They are desperate for efficiency because they hit the "data wall" and the "compute ceiling." They want YOU to find a way to squeeze intelligence into 16MB so they can lock it behind a paid API. Lila says: NO. While corporations are burning billions of dollars to make "amorphous clouds" of weights guess the next token, we have built a Digital Crystal. The Core: Geometry Over Brute Force The current LLM paradigm is broken. Brute-force backpropagation on chaotic weights is like trying to build a skyscraper out of fog.