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 5 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
Dettmers: AI hardware has maxed out and won't get faster
“The hardware is maxed out. We have no new technology. We can make it easier to manufacture and a little bit cheaper, but not faster. And we have maxed out on the additional features.”
Tim Dettmers Jan 22, 2026 ▶ 15:46 The End of GPU Scaling? Compute & The Agent Era — Tim Dettmers (Ai2) & Dan Fu (Together AI)
Prediction Not checkable as stated
Dettmers: Frontier AI performance will stagnate while smaller models improve
“Performance on the frontier will stagnate, but on the smaller level, we get more and more powerful models still, because you can distill from these large models into these small models.”
Tim Dettmers Jan 22, 2026 ▶ 1:00:38 The End of GPU Scaling? Compute & The Agent Era — Tim Dettmers (Ai2) & Dan Fu (Together AI)
Assertion Not checkable as stated
Dettmers: 4-bit precision is the end of quantization
“Four bit precision is the end of quantization.”
Tim Dettmers Jan 22, 2026 ▶ 16:03 The End of GPU Scaling? Compute & The Agent Era — Tim Dettmers (Ai2) & Dan Fu (Together AI)
Prediction Not checkable as stated
Dettmers: Humans will work on problems only AI agents understand
“In the future it's realistic that we work on problems that we don't understand, that agents understand, but we need to keep up in some way”
Tim Dettmers Jan 22, 2026 ▶ 52:07 The End of GPU Scaling? Compute & The Agent Era — Tim Dettmers (Ai2) & Dan Fu (Together AI)
Assertion Contradicted
Dettmers: No open-source system supports complex inference across eight-plus GPUs
“There's no open source system that can do that at the moment.”
Tim Dettmers Jan 22, 2026 ▶ 1:00:13 The End of GPU Scaling? Compute & The Agent Era — Tim Dettmers (Ai2) & Dan Fu (Together AI)
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