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 2 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

Insight
White: Writing bulletproof RL verifiers is far harder than supervised training
“Pre-training or training transformers, you know on just data, like just supervised training where you just have the inputs and the outputs directly, very nice, relaxing, you know, like things are always robust, you know, things go pretty smoothly. When we do t…”
Andrew White Jan 28, 2026 ▶ 1:12:03 🔬 From Red Teaming GPT-4 to Automating Drug Discovery: The Future of AI in Science — Andrew White
Assertion Not checkable as stated
White: Frontier AI models cannot handle molecules well
“We noticed that the frontier models can't work with molecules very well. So let's make a model with intuition for medicinal chemistry. And that was what led to ether zero.”
Andrew White Jan 28, 2026 ▶ 35:49 🔬 From Red Teaming GPT-4 to Automating Drug Discovery: The Future of AI in Science — Andrew White
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