frontier models

“You can see even today, you know, we make a lot of models available through our API and from the various, from the very small models to our frontier models, and people don't always need to use The most powerful, the most capable model. Sometimes they just need…”

“Right now, if you look at all the frontier models, they suck at composing tools. So if they have to use one tool and then another tool, let's say they have to look something up and then write a little Python script and then chart something, you know, if they u…”

“What we found is that like compute it, the training runs that are being used for robotics are like a hundred times smaller than the training runs that are being used for Than the training runs that are being used for, like, frontier models.”

“There's going to be anybody who can spend a couple of hundred, you know, can spend a couple of billion dollars can have a frontier model.”

“So we think for jobs like that, Frontier models that are very smart, that can try out a lot of things, make a lot of sense.”

“If we ran our entire business exclusively on frontier models, I would care a lot about costs, and I would think a lot about that, but once you're already, once you've already made the jump to saying, okay, now, now we know how to think about open source models…”

“And if you fine tune it to be really good at that task, it can be just as good or better than the big models.”

“There was a research published recently about what they're calling kind of like universal type of squats or universal hallucinations where all the frontier models all have the same make the same mistake and sort of assume there are certain packages that exist …”

“The frontier models are gonna cause, you know, a, you know, they are causing kind of a massive reduction in the time between the vulnerability discovery and vulnerability exploitation.”

“In an ideal world, what you want to do is actually take a frontier model and have it train the next version of itself and see where the delta comes from. But obviously that's very expensive and slow.”

“If you miss the frontier models, back to your first question as an LP, but you kind of were along the benchmark, maybe slightly below the benchmark, you're keeping your job.”