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.

2statements match

2resolved → 0open claims → 1supported → 1contradicted →

why aren't all 2 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

Assertion Contradicted

No commercial products augmented GPT models with custom data pre-ChatGPT

“Like I saw some people doing demos, but like in like a CLI or something like that, but there was no product doing like this model, but with additional data on top of it.”

Yasser Elsaid May 2, 2026 ▶ 2:59 ⚡️ Competing with ChatGPT and Sierra, building a $10M ARR company — Yasser Elsaid, Founder, Chatbase

Assertion Supported

Liu: Stitch Fix used Transformer models for recommendations before GPT-3

“We actually were using Transformers at Stitch Fix, like, before the GPT-III model, so we were just using Transformers for recommendation systems.”

Jason Liu Apr 24, 2024 ▶ 1:42 High Agency Pydantic over VC Backed Frameworks — with Jason Liu of Instructor

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The Ledger

Turn any episode into a week of clips.