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.

clear all ✕

why aren't all 6 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 1 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

Opinion
Wikimedia has become an apparatus producing political statements
“Wikipedia became such an important brand, and people are willing to pay for it, that it created enormous, ah, apparatus of functionaries that were, ah, then mostly producing political statements, and had a political mission.”
Joscha Bach Apr 27, 2024 ▶ 1:53:36 This World Does Not Exist — Joscha Bach, Karan Malhotra, Rob Haisfield (WorldSim, WebSim, Liquid AI)
Assertion Supported
Joscha Bach: Only a Tiny Fraction of Wikimedia's Budget Goes to Servers
“The Wikimedia Foundation is publishing what they are paying the money for, and a very tiny fraction on this goes into running the servers, and the editors are working for free.”
Joscha Bach Apr 27, 2024 ▶ 1:53:10 This World Does Not Exist — Joscha Bach, Karan Malhotra, Rob Haisfield (WorldSim, WebSim, Liquid AI)
Assertion Not yet assessed · timeframe Jan 2026
White: Synthesis routes for dangerous compounds are already available on Wikipedia
“You can go find the synthesis route for many dangerous compounds on Wikipedia. People know what are the targets in the human body that, like, are targeted by most biological weapons. It's not really that much of a mystery.”
Andrew White Jan 28, 2026 ▶ 47:05 🔬 From Red Teaming GPT-4 to Automating Drug Discovery: The Future of AI in Science — Andrew White
Insight
Howard: Accurate next-token prediction forces models to learn world models and causality
“I thought, okay, so if I do this at a much bigger scale, using all of Wikipedia, what would it need to be able to do to finish a sentence in Wikipedia effectively, to do it quite accurately, quite often? I thought, geez, it would actually have to know a lot ab…”
Jeremy Howard Oct 20, 2023 ▶ 12:37 The End of Finetuning — with Jeremy Howard of Fast.ai
Insight
Sehgal: AI deep research provides most lift on niche, non-Wikipedia topics
“We love to test, like, super niche random things, like, things where there's, like, No Wikipedia page already about this topic or something like that, right? Because that's where you'll see the most lift from a feature like this.”
Arush Sehgal Feb 18, 2025 ▶ 2:59 Why is everyone cloning Deep Research?
Assertion Supported
Martin: Andrej Karpathy launched Spotify podcast using NotebookLM Wikipedia summaries
“I think that's what Karpathy did, right? Like he has now a Spotify channel called histories of mysteries, which is basically like, he just took like interesting stuff from Wikipedia and made audio overviews out of it.”
Raiza Martin Oct 25, 2024 ▶ 29:38 How NotebookLM Was Made
Made with StarZero

Turn any episode into a week of clips.

This entire site, over 200 episodes transcribed, diarized, checked and made playable, runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the moments worth sharing, cuts them, captions them, and reframes them for every feed.