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 1 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

Opinion
Lambert: Rich Sutton's RL theories are impractical for models like GPT-6
“Rich is a font of wonderful ideas, but Often not ones that are going to be immediately practical. This is how you get things like creating reinforcement learning, but not necessarily things that are going to impact what GPT six is.”
Nathan Lambert Nov 20, 2025 ▶ 45:11 Open Source AI Strikes Back — Inside Ai2’s OLMo 3 ‘Thinking"
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