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

Prediction Not checkable as stated
Labenz: Tool-Equipped Next-Gen AI Models Will Resemble Superintelligence
“When we start to give the next generation of the model these power tools, and they start to solve previously unsolved engineering problems, I think you start to have something that looks kind of like super intelligence.”
Nathan Labenz Oct 14, 2025 ▶ 0:14 Is AI Slowing Down? Nathan Labenz Says We're Asking the Wrong Question
Prediction Not checkable as stated
Labenz: AI will outperform average developers on standard apps within five years
“But I would be very surprised if you can't get your nuts and bolts Web app, mobile app type things spit out for you for far less and far faster than, and probably honestly with significantly higher quality and less back and forth with an AI system than, you kn…”
Nathan Labenz Oct 14, 2025 ▶ 44:58 Is AI Slowing Down? Nathan Labenz Says We're Asking the Wrong Question
Prediction Not checkable as stated
Labenz: AI customer service agents will cause significant headcount reductions
“So I don't think these things go to zero probably in a lot of environments, but I do expect that you will see significant headcount reduction in a lot of these”
Nathan Labenz Oct 14, 2025 ▶ 33:03 Is AI Slowing Down? Nathan Labenz Says We're Asking the Wrong Question
Prediction Not checkable as stated
Labenz: Existing AI capabilities could automate 50-80% of work in 5-10 years
“I think if progress stopped today, I still think we could get to 50 to 80% of work automated over the next, like, five to 10 years.”
Nathan Labenz Oct 14, 2025 ▶ 47:22 Is AI Slowing Down? Nathan Labenz Says We're Asking the Wrong Question
Prediction Not checkable as stated
Labenz: AI agent task capacity will reach two weeks within two years
“If you extrapolate that out a bit and you're like, okay, take, take the four month case just to be a little aggressive. That's three doublings a year. That's eight X task length increase per year. That would mean you go from two hours now to two days. In one y…”
Nathan Labenz Oct 14, 2025 ▶ 1:00:07 Is AI Slowing Down? Nathan Labenz Says We're Asking the Wrong Question
Prediction Not checkable as stated
Labenz: Non-text AI modalities will unify with language models over time
“We have seen this play out with text and image where you had your text only models and you had your image only models, and then they started to come together and now they've come really deeply together. And so I think you're going to see that across a lot of o…”
Nathan Labenz Oct 14, 2025 ▶ 54:05 Is AI Slowing Down? Nathan Labenz Says We're Asking the Wrong Question
Prediction Not checkable as stated
Labenz: LLM fine-tuning and reinforcement learning will successfully power humanoid robotics
“All these techniques that have been developed over the last few years, Seems to me they're absolutely gonna apply to a problem like a humanoid robot as well.”
Nathan Labenz Oct 14, 2025 ▶ 58:00 Is AI Slowing Down? Nathan Labenz Says We're Asking the Wrong Question
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