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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Disclosure

Chi: Vals automates human evaluation work with internal system Steve

“We also have this internal system called Steve. Steve the Economic Vals employee. And so that, that's been a mechanism by which we're able to actually take more of the human work over time and put it into Steve.”

Ryan Chi Sep 9, 2026 ▶ 5:11 Inside the Race to Measure Frontier Intelligence

Disclosure

Chi: Vals AI committed to never sell training data to labs

“At VALS, one very early decision we made was the decision to never sell training data to labs. It's often a place that we're pushed. When we start working with a new lab to actually source and sell for them a bunch of training data.”

Ryan Chi Sep 9, 2026 ▶ 8:58 Inside the Race to Measure Frontier Intelligence

Disclosure

Vals AI is testing models on tasks running across hours to weeks

“Now we're testing models and their ability to run over hours, days, sometimes weeks. And so the infrastructure needs to be very stable to support evaluation over time.”

Ryan Chi Sep 9, 2026 ▶ 14:22 Inside the Race to Measure Frontier Intelligence

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