1/ "The Chaos Tunnel": Humanity has entered a real-life version of RuneScape's treacherous dungeon network. Over the next 5-15 yrs, we'll face chaos, creation, & recalibration on a civilizational level. This journey will be exciting & challenging, depending on our preparedness.

Merry Christmas and happy holidays! 🎄

Why guess when you can know?

Teach principles not formulas.

America is an economic coiled spring. We should be growing at least 4% annually and ideally 6-8%+. Growth has been brutally suppressed since before I was born. But there is so much to build. And the payoff for all Americans will be incredible. 🇺🇸

In every working complex system, you see something simple scaled up, and AI is no different.

Sleigh the season with the most personal gift around. Get them a Cameo video!

You can sense the sentience maturing

The technologist is the capitalist of the 21st century.

even minor aristocrats could not get the kind of tutor on demand for their kids that every single family who can pay twenty dollars a month can now

When you have no talent of your own to nurture, you end up judging the talents of others; the most talented people are all minding their own business, and as much as they might occasionally make other people feel slightly uncomfortable due to their higher standards, they barely

exceeding the human baseline on ARC-AGI-2 with gpt-5.2:

the market is currently severely mispricing human life. right now, the consensus trade is to spend down biological assets (your body+mind) to acquire fiat currency and status. soon biological persistence will become the most valued asset.

A system that inflates assets faster than people can earn eventually replaces citizens with balance sheets as its preferred buyers.

Data tells AI (agents) what happened. Decision traces/flows teach it how to act. Every enterprise is secretly a policy engine. The winners will own the second. The real moat is irreversibility.

Bitcoin was created to separate money from the state. Your greatest mistake was reattaching it to the very power it was meant to escape. Now suffer. You didn’t lose Bitcoin when the state attacked it. You lost it when you invited the state in and called it adoption.

The incentives are broken and the narratives no longer work.

@Nithya_Shrii Highly intelligent people often appear antisocial not because they dislike others, but because their minds are tuned differently. They process faster, prefer depth over surface interaction, and quickly notice social pretense or inefficiency, which makes many everyday interactions

Theodore Roosevelt, how to be a man

The Transformer architecture is fundamentally a parallel processor of context, but reasoning is a sequential, iterative process. To solve complex problems, a model needs a "scratchpad" not just in its output CoT, but in its internal state. A differentiable way to loop, branch,

sometimes i pause and reflect on how amazing it is that most startups are trying to do something everyone who came before them either thought was impossible or failed at

I'm delighted to jointly author this year-end summary of research advances with @DemisHassabis and James Manyika, on behalf of all of our colleagues across @GoogleDeepMind, @GoogleResearch and @Google. We look at research advances across eight different areas. These summaries

https://t.co/fxHYR6S29D