4 sources healthy · latest episode 9 Nov 2026
descriptive claim

The speaker says models answering questions involving financial data can confidently use 2025 tax brackets in an analysis and present the result as settled, although doing so is incorrect.

Aman Singh · Using Agents for Long-Horizon Financial Work — Aman Singh, Arca · 31 Oct 2026

In their words

The transcript segments this claim was taken from

“Yeah. So what we've noticed is, um, when, when models are, um, working with financial data, right?”
“When they're answering questions that require financial knowledge-”
“... they are, they're very confident in, in, uh, in the knowledge that they have. So a small example is that, uh, models will very happily use the tax brackets from twenty twenty-five-”
“... um, to, to come up with an analysis and be like, "All right, that is it." Um, but that is, that is obviously incorrect. And so-”
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0.80importance to the conversation
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The speaker says models answering questions involving financial data can … · Savlar