Gavin Uberti

speaker

403 appearances 1 recordings 1 series first heard Jun 2026 last heard 30 Jun

Gavin Uberti’s voice in public audio — every appearance, attributed to the second.

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Recordings per month over the last 12 months — 1 in all, peaking in Jun 2026 with 1.

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And making these overlap and making these really fast matters enormously.

And it's the kernel designer's job to go ahead and figure out, or can I overlap?

How do I allocate memory?

How do I verify that if there's some issue, like a retransmit need, it doesn't stall the whole pipeline?

These things are very challenging, but they can go and make your model performance be, say, three, four percent better per optimization.

And you can do so many.

And we thought about our software stack.

We wanted to go see where the puck is going to be.

And three years ago, there were kind of two ways you could build software.

One of them was to invest heavily in graph compilers.

These things are not very performant, but they work out of the box.

They don't require a human to go come in and tweak all the kernels.

But we went the opposite direction.

We are kernels-first programming, and that means that it, for a long time, did not work out of the box.

But if you were a kernels expert, you could get incredibly, incredibly high performance.

And the thing about this is that now, as the coding models get better and better, they're doing more and more of the kernel generation task.

And when the models keep getting smarter, it'll eventually do all of it.

It will become superhuman.

So we're going to build for where the world is going.

And even today, we think about our profiling tools or debugging stack.

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