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 4 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
Howard: Correcting LLM errors in chat history degrades subsequent model answers
“The autoregressive nature of language models means that if they make a mistake, and you correct it, and then say, no, that was a mistake, please do it this way instead. The more often you do that, the worse the dialogue answers get. Because it's in the trainin…”
Jeremy Howard: AI coding should prioritize human learning over vibe coding
“We want to make sure at the end of building something, two things have happened. The first is you understand every line of code fully, why it's there, what it does, and that you've learned from the process. So at the end of this process, you're a better develo…”
Howard: Answer.AI built its own AI-powered legal and accounting firm
“Built our own fully integrated professional services firm providing legal accounting, bookkeeping. They're all using Solvert, by the way. They're all using our AI. And we were their first client, so all of our back office and everything is being done by a comp…”
Howard: Solveit provisions a persistent Linux container for every chat
“Behind the scenes, we've actually launched a persistent Linux Docker container for you and attached it to a unique URL for you. And so you actually now have your own computer. It's basically a VPS that you're now running this in. And so you can install softwar…”