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.

clear all ✕

why aren't all 7 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 Supported
Evans: OpenAI's Deep Research marketing case used inaccurate mobile data
“OpenAI launched Deep Research. Their whole marketing case is it goes off and collects data about the mobile market. I used to be a mobile analyst. The numbers are all wrong. Their use case of look how useful this is, their numbers are wrong.”
Benedict Evans Dec 12, 2025 ▶ 26:46 AI Eats the World: Benedict Evans on the Next Platform Shift
Prediction Not checkable as stated
Kim: AI will remain approachable even as models surpass human intelligence
“I guess people adapt to things rather quickly, in my opinion, with technology, and it is really easy, and I think because the form factor is so easy, even with, like, new tools like Deep Research and ChatGPT Agent, it's, like, presented in such, like, a, like,…”
Christina Kim Aug 8, 2025 ▶ 19:13 GPT-5 and Agents Breakdown – w/ OpenAI Researchers Isa Fulford & Christina Kim
Assertion Contradicted
Isa Fulford: Deep Research was the first AI model to do comprehensive browsing
“Deep Research, it was the first model to do, like, very comprehensive browsing.”
Isa Fulford Aug 8, 2025 ▶ 7:31 GPT-5 and Agents Breakdown – w/ OpenAI Researchers Isa Fulford & Christina Kim
Insight
Olivia Moore: AI tools justify $200 monthly fees by replacing manual work
“Now with products like Deep Research, for example, that could replace 10 hours of generating a market report by yourself, and so that kind of thing is easily worth, I think for many people, 200 dollars a month, even on like one or two generations.”
Olivia Moore Jun 6, 2025 ▶ 6:31 The State of Consumer Tech in the Age of AI
Assertion Not checkable as stated
Kim: OpenAI's Deep Research project was originally developed by just two people
“Like, when Isa was working on deep research, it was, like, two people.”
Christina Kim Aug 8, 2025 ▶ 38:16 GPT-5 and Agents Breakdown – w/ OpenAI Researchers Isa Fulford & Christina Kim
Insight
Acharya: AI deep research is a primitive, not a standalone product
“Deep research which if you played with it is completely magical, but it's a primitive, right? It's not a product. It's something to build other things with.”
Anish Acharya Mar 26, 2025 ▶ 14:34 The Top 100 GenAI Products, Ranked and Explained
Opinion
Sivulka: Deep Research provides the first true experience of an AI agent
“I think deep research allows you to experience What an agent can do for the first time.”
George Sivulka Feb 14, 2025 ▶ 5:09 Reasoning Models Are Remaking Professional Services
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