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 5 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
Biderman: Manually partitioning LLM memory vs retrieval becomes unmanageable whack-a-mole
“And now the thing is, if you start manually, heuristically saying this is in, this is out, then it becomes a whack-a-mole. Every, every person in every enterprise has different data, and you can really very easily pick and choose what goes in and what goes out…”
Biderman: AI efficiency and frontier intelligence cannot be decoupled
“The point for me is, the principle is, any kind of, like, efficiency and intelligence, they cannot really be decoupled. Sometimes people think if you're building something that's more efficient, that can save you dollars, therefore you're not in the premium ca…”
Biderman: Israeli culture gives people multiple sequential shots on goal
“Israel as a culture is a place where you can basically, you get multiple shots at goal. If you're not the best in high school you still might have a good position in the military. And if you're really good, more doors open up for you for university. And even i…”
Biderman: Current LLMs lack chef-like intuition and rely on robotic reading
“Current LLMs are like coming into the kitchen first time, every time, reading the textbook, cooking the dish, measuring everything, but they don't have the intuition of a chef that's pinching salt and kneading dough and things like this.”
Biderman: Personalized AI adapters require hot-swapping millions of endpoints at inference
“And if you truly believe that we can get to the level where we have those kinds of parameter efficient adapters for every person and team, you suddenly think about deployments that involve millions of different endpoints stored in different places that need to…”