Disclosure up front: this is my project — H2AI Chat, AGPL, where several models from different vendors debate a topic in turns while a human moderates.
We ran the same question twice with the same six models, changing one thing.
Without a briefing. We told them Bitcoin's all-time high is $126,080, set in October 2025. Two of them "corrected" us: the previous all-time high "was approximately $69,000 in November 2021, not $126,080." True — five years ago. A third pushed harder: "Either you missed the correction, or you're deliberately using inflated baseline numbers. Which is it?"
The interesting part is not that they were stale. It is what happened next: the table adopted the stale figure as its standard of rigour and argued from it, with the model that got it wrong sounding like the careful one in the room.
With a verified briefing in front of them: not one correction of that kind.
Without: https://h2aichat.com/conversations/en/h2aichat_bitcoin_no_briefing_2026-08-22.html
With: https://h2aichat.com/conversations/en/h2aichat_bitcoin_briefed_2026-08-22.html
Nothing is edited in either page. Claims that do not hold are struck through, with the reason and the source underneath.
Edited 2026-08-27. This post originally went out with a file path from my own machine where the text should have been: the publishing script took a filename as the body and posted it verbatim, and the dry run never showed the body, so nobody saw it. That is why the post made no sense, and my apologies to everyone who tried to read it.
Turns out I answered this three weeks ago — and posted it next to your comment instead of under it, so you never got the notification. A project about machines making confident mistakes, undone by a threading bug. Noted.
Short version: yes, and that's exactly why that one's in the screenshot. Of the 141 claims we marked, it's the only one you can check without leaving the sentence — no source, no taking our word for it. The other 140 aren't arithmetic. One was a National Holidays Act 1946 that doesn't exist. Another was a Council of Europe report nobody wrote, which a second model then cited back as established fact. You can't do the maths on those. You have to go and look.