The Ledger

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Insight
Alarie: Horizontal LLMs generate flawed tax answers from stale web sources
“More commonly, there will be some of the materials that those systems find even on the open web are at a date anachronistic. The law has changed. There's been some statutory amendment or there's some new case law or, you know, some law firm wrote some guidance…”
Ben Alarie Oct 20, 2025 ▶ 22:50 He "kind of" had PMF for 8 years—until, after a rebuild, he raised $100M | Ben Alarie, Founder of... · PMF Show
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