
I have a simplified conjecture about AI progress. Your mileage may vary but here it is. f(i) = p × c × a where i=intelligence, p=power, c=compute, a=algorithms, multiplied together. This means neglecting any variable creates a ceiling and any breakthrough compounds across all three. One caveat is that today's advances are more accurately shaped by the entire history of prior investment, not just a discrete investment or breakthrough in time. In other words, the variables have memory over time so that must be factored in. In any event, the chart below is interesting because it shows the major tech companies operationalizing this function… If f(i) accelerates quickly, there is a point in f(i) where the gap between the haves and have-nots is so stark that negotiating leverage will flip instantly. This is the bet that Amazon, Microsoft, Google and Meta are making. This is why they are buying as much of p, c and a as possible to make sure they own the leverage that comes from f(i). Meanwhile Apple is cutting capex. Apple's implicit assumption is: “AI capability is an input we can buy, not a moat we need to build. We own the distribution and last mile so let’s wait and license the intelligence when a winner is more clear. It’s a feature that needs distribution not a platform that reallocates winners and losers.” It's a rational bet today but it's also the kind of bet that can look obvious until the day it isn't.
Ingest Structure Learn (ISL) is the new ETL. It used to be the case that a company would try to license this kind of data as an “edge”. I’ve seen many companies in SV try to make this claim. That...

In 2020, I hired McKinsey to teach me about the global energy transition. I learned a lot, but it cost me more than $2M. After that experience, I decided to build my own internal research project at Social Capital called Learn...
People I know, with a collective net worth of $500B, scrambled and left California for good yesterday. They took no risk because of the proposed asset seizure tax - introduced as a “Billionaire Tax”. Without these people, the California budget deficit...
A couple of important thoughts and clarifications: Where is Bernie right? He is right that a handful of the Tech Billionaire class are completely and totally loathsome. Monopolists who’ve flouted privacy, dampened free speech, enabled debanking and sewed societal chaos with...