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 3 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
Jin: RL enables models to surpass expert labelers and develop self-direction
“The model outperforming expert labelers is, is possible. The model learning, like, self-direction is, like, expected. And yeah, we've seen, like, kind of cool emergent behaviors with, like, you know, like, O-one, O-three, R-one, kind of, like, these, like, thi…”
Roger Jin Apr 29, 2025 ▶ 6:50 What is an RL environment? w/ Nous Research's Roger Jin
Assertion Not checkable as stated
No open-source model currently matches OpenAI's general agent capabilities
“There really isn't currently an open source model that behaves in the way that these models do. We have things like R-one, which are great at kind of the single-term math and code reasoning problems. But they are not in the general purpose agents world yet.”
Will Brown May 9, 2025 ▶ 0:38 ⚡️Open Questions in Agentic RL — Will Brown (Prime Intellect)
Disclosure
Roucher: Hugging Face will fine-tune DeepSeek-R1 for agent workflows
“Looking forward to this, and for instance we're going to fine-tune R-One on agentic stuff, so we'll, we'll get really good powerhouse models soon.”
Aymeric (Emmerich) Feb 13, 2025 ▶ 22:05 smol agents are all you need
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