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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
Roucher: DeepSeek-R1 ranks slightly below OpenAI o1 on smolagents tasks
“I tried R one, but R one is a bit under O one with small agents. And I think this is also a matter of formatting. Like sometimes the model struggles to just output them, the code snippets in the correct way that we expect.”
Aymeric (Emmerich) Feb 13, 2025 ▶ 14:25 smol agents are all you need
Opinion
Roucher: Code agents perform better than JSON tool calling
“I found this is highly suboptimal, and that's why I've designed the other code agent, which is really like the core opinion in the library is that code agents work better.”
Aymeric (Emmerich) Feb 13, 2025 ▶ 4:42 smol agents are all you need
Assertion Supported
Roucher: smolagents core agents.py file is under 1,000 lines
“The main file in it, the agents.py file that we have at the core of the library is under the 1000 lines of code.”
Aymeric (Emmerich) Feb 13, 2025 ▶ 3:40 smol agents are all you need
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