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

Insight
Malde: In legal AI, getting 80% of the way there is zero
“For a field like legal, like getting 80% of the way there is the same thing as zero.”
Ronak Malde Jun 21, 2026 ▶ 10:10 ⚡️Every product of the future will be a living system — Ronak Malde, Trajectory.ai
Insight
Malde: Direct user modifications, not binary feedback, drive effective AI continual learning
“I think when people think about, like, online learning, continual learning, they'll first think of, like, accept, reject, or thumbs up, thumbs down, like some of those, like, kind of binary signals. It turns out that that's actually, like, very noisy. You can …”
Ronak Malde Jun 21, 2026 ▶ 16:54 ⚡️Every product of the future will be a living system — Ronak Malde, Trajectory.ai
Assertion Not checkable as stated
Malde: Nobody Scaled SDPO to Real-World Cases Before Trajectory
“It's been done in a lot of academic cases, but no one's actually been able to scale it up to real world use cases.”
Ronak Malde Jun 21, 2026 ▶ 20:55 ⚡️Every product of the future will be a living system — Ronak Malde, Trajectory.ai
Assertion Supported
Trajectory: Continuous LoRA cuts training wall-clock time in half for two concurrent jobs
“We ran this on several different scale up of experiments, and you can see that across the board, even as you scale up experiments, so like two concurrent jobs were able to cut the wall clock time in half.”
Ronak Malde Jun 21, 2026 ▶ 25:15 ⚡️Every product of the future will be a living system — Ronak Malde, Trajectory.ai
Assertion Not checkable as stated
Malde walked away from $2B DeepMind acquisition to found Trajectory.ai
“Obviously the acquisition was for two billion dollars and went over to DeepBind, and then I decided to give up all the acquisition money to start trajectory.”
Ronak Malde Jun 21, 2026 ▶ 6:53 ⚡️Every product of the future will be a living system — Ronak Malde, Trajectory.ai
Disclosure
Trajectory.ai open-sources continual learning training stack with Berkeley and Anyscale
“One of the other exciting things we did is, is open sourcing a training stack for continual learning. And so this is in conjunction with Sky RL Berkeley's Sky RL lab in any scale as well.”
Ronak Malde Jun 21, 2026 ▶ 23:38 ⚡️Every product of the future will be a living system — Ronak Malde, Trajectory.ai
Disclosure
Malde reveals Trajectory.ai partners: Clay, Harvey, Rogo, Decagon, and Mercor
“Our current partners are Clay, Harvey, Rogo, Dakagon, Mercore.”
Ronak Malde Jun 21, 2026 ▶ 13:02 ⚡️Every product of the future will be a living system — Ronak Malde, Trajectory.ai
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