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

Opinion
Mulholland: Energy transition will fail without accelerated materials innovation
“Candidly, I don't think we get there by a long shot. Even with new materials, it's a heavy lift because there are those cultural and cost and systemic issues we need to overcome.”
Greg Mulholland Jan 23, 2024 ▶ 29:37 How AI is rapidly advancing new materials for clean energy
Insight
Mulholland: Scientific AI gains most value from unpublished negative experiment results
“Unfortunately, from a scientific standpoint, the most valuable thing to AI is the two examples. But you know that those scientists did not just do two experiments. You know that those scientists did months and months and months of work and refinement and faile…”
Greg Mulholland Jan 23, 2024 ▶ 14:03 How AI is rapidly advancing new materials for clean energy
Assertion Not checkable as stated
Battery maker used Citrine's AI to develop fire-quenching gel in weeks
“They brought their data in, and it was just a couple weeks later, they had a perfectly functioning quenching gel in their product that they would not have been able to find otherwise. It would have been a many, many months long overall project.”
Greg Mulholland Jan 23, 2024 ▶ 21:08 How AI is rapidly advancing new materials for clean energy
Assertion Supported
Mulholland: Citrine founders used AI to invent new thermoelectric materials
“We actually invented a new class of thermoelectric materials using sort of some combination of machine learning, artificial intelligence, depending on how you define these things.”
Greg Mulholland Jan 23, 2024 ▶ 2:07 How AI is rapidly advancing new materials for clean energy
Disclosure
Mulholland: Citrine projects often start with 25 to 100 data points
“So very often, a citrine materials development project starts with 25 or 50, maybe a hundred data points.”
Greg Mulholland Jan 23, 2024 ▶ 17:00 How AI is rapidly advancing new materials for clean energy
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