WYSR:
A frontier model is the compression of a massive amount of training data into numerical weights. The combined collection of books, forums, code repositories, manuals, papers, chat logs, transcripts, court cases, essays, comment sections, articles, tutorials, and every errant thought scrapeable by the frontier labs’ army of spiders crawling across the internet and beyond is staggering.
In a way, its incomprehensibility is almost like psychic armor. It’s too big to understand directly.
Consider a wild river delta. As water runs from highlands to the sea, it erodes the land it travels through and carries the debris downstream as sediment. Silt, sand, clay, and all manner of organic material, scoured from every inch of tributary and riverbank, from plowed fields to rugged hillsides, end up aggregated in the delta. So does the richness of every life the river supports along the way. A continental watershed, swirling, accumulating, and ultimately settling at its terminus. The vast volume of disparate material combines in the delta to form something lush, strange, and alive.
And what is the sum of all human knowledge if not this?
Every cluster of letters scraped from the pages of history (the literal tokens an AI model ingests) is a single grain of silt deposited by the ever-flowing river of man’s exploration. Pile enough grains and you understand the movement of the stars. Stare long enough at the mud and you see the structures of logic itself. The large language model’s transubstantiation of alluvial soil into answers is the grand harvest of the society that grew it.
But subtract the dirt and there is no delta.
Subtract the corpus and there is no harvest.
There is nothing.