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.

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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

Assertion Supported

Beam: Reinforcement learning achieves only 5% to 6% GPU FLOP utilization

“And for reinforcement learning, it's always somewhere, like, around five to, like, six percent. So, said differently, that means that we're getting, like, five percent of the actual GPU computing power that we're paying for.”

Andy Beam Jul 16, 2026 ▶ 1:38:42 🔬 RL with Verifiable Rewards, but the Verifier is a Lab — Lila Sciences

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The Ledger

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