The Ledger
Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.
why aren't all 10 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable
Patel: Humanity Has an 80% to 90% Chance of Surviving AI
“In the 80% of worlds or 90% of worlds where we don't get paper clipped you will get to say you worked on something really cool at a time that was really important in the history of humanity.”
Patel: AI Acceleration Requires Millions of Specialized Autonomous Agents
“I think the thing that's underrated is we humans have this global hive mind where the reason we can make iPhones and we can make buildings and whatever is not just intelligence and also not just agency. It's the fact that there's so much specialization. There'…”
Patel: Foundation Labs, Not Wrappers, Will Build Reliable Autonomous Agents
“I think it'll probably be one of the foundation lab companies. People have been for years trying to build agents and they just haven't worked. And it makes it makes me think that that's a fundamental limitation of the current models. And so it'll just be the c…”
Patel: There Is a 10% to 20% Chance of AI Stagnation
“So if somehow this whole deep learning paradigm is wrong and we just, like, totally missed the boat somehow, then I could see it happening and that's, I give it a 10, 20%.”
Patel: AI agent organizations could learn exponentially faster than human ones
“In the future, if you do have this economy of agents, and it's much easier for AIs to supervise each other, to be observing every single thing that's happening in the organization, that the speed of learning might be exponentially faster than what's possible w…”
Patel: AI Art Is a Glimpse Into a Transhumanist Future
“You're getting a glimpse just from these, like, early images of how cool and beautiful the things AI makes or helps us make will be. Just imagine this scaled up, like, a hundred X, a thousand X, integrated into all our senses, maybe even into our minds integra…”
Patel: Manus Is Complementary to US AI Foundation Labs
“Manus seems like in the middle ground here where I wouldn't want to just generally try to harm China by tariffing batteries or cars or something. This is an application of AI and it's complimentary to American AI Foundation Labs because they're using the cloud…”
Patel: AI Will Give Workers 100x Leverage in the Next Few Years
“I think the way to model out the next few years from a career trajectory is you'll just have a hundred extra leverage, but you want to be in a position where you can use that leverage.”
Patel: No researchers have bypassed transformer quadratic attention scaling
“And while people have found modifications to the transformer, which make the constant time overhead of attention, reduce the constant time overhead on attention to like, you find these little hacks with mixture of experts or latent attention, nobody has gotten…”