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
Liberty: Prompt engineering is a fad, not a long-term profession
“A lot of people believe that prompt engineering is incredibly crucial. I don't necessarily buy into that. I don't know if you remember, but people, like, thought that, like you know query building for Google would be a profession too, right? And that didn't qu…”
Liberty: AI architecture is shifting toward external memory during inference
“I think there is a significant shift in the way that people think about these building these smart AI systems. And They don't try to fit the data into the model as much as give the model access to the right data when it's doing the inference, right?”
Edo Liberty: Vector databases serve as long-term memory for AI
“A vector database is the infrastructure that, that supports that long-term memory, right?”
Liberty: Keyword search dominated due to scaling efficiency, not search quality
“Traditional search is, is, is keyword based. Not because keyword search is that great, but just because we have great mechanism to run it at scale, and it's very efficient.”
Edo Liberty: Semantic search mirrors human memory better than keyword lookup
“With semantic search, the whole idea is that You know what it means. You can, you should be able to search by the meaning in free text, and the match would not be because, oh, like three words matched, and they're next to each other, but rather the meaning is …”
Liberty: Pinecone did not foresee the massive ChatGPT-driven AI surge
“We didn't, by the way, foresee any of this ChatGPT thing happening. We knew it was, it would keep growing, but that, I think, completely took everybody by surprise, including us.”
Liberty: Even naive RAG implementation significantly reduces AI hallucinations
“Like, you can play with it in a million different ways, but even if you do it relatively naively, that already gives you a huge bump in, in inaccuracy or reduction in hallucination, depending on how you want to measure it.”
Liberty: Cloud hyperscalers are actively building competing vector database capabilities
“I know for a fact they're looking at it. I know for a fact they will have something.”