Kyle Corbitt
speaker
658 appearances
1 recordings
1 series
first heard Oct 2025
last heard 16 Oct
Kyle Corbitt’s voice in public audio — every appearance, attributed to the second.
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recordings per month · last 12 monthsRecordings per month over the last 12 months — 1 in all, peaking in Oct 2025 with 1.
Appearances
Yeah, I mostly stand by that.
I I don't think it's changed.
And the biggest one we see today, and this is true for kind of like classical SFT, it's also true for the RL stuff we're doing today.
Crossing my fingers, it's not always the thing.
But the the main one I see that really is drives fine tuning is if you have to move to a smaller model, and it's typically for latency reasons, and this is usually like real time voice.
So if you're sort of forced into a smaller model anyway, then there's a very high chance that that doing some tuning on that model is going to get you like it will be necessary basically to have a successful deployment.
So we see that a lot coming from customers that again have those latency requirements.
There's other reasons as well.
Sometimes for whatever reason you really have to deploy on a single GPU.
You have to deploy within your own cloud.
And you want a, you know, you you basically have to use a smaller model to do that.
So basically, in the case where you're forced to a smaller model anyway, then fine-tuning it is often necessary.
I would say for 90% of use cases where you aren't forced to a smaller model, then it's still not a good ROI.
And you you you probably shouldn't invest in it.
Today.
This is sort of like a function of the total amount of overhead required.
I'd say there's there's two parts on the cost side, and then you know there's there's one multiple parts on the on the benefit side.
On the cost side, the main things you have to think about are the upfront effort required to get an actual like training system set up for your task.
And that can be quite variable, but I would say at a minimum you're gonna have to dedicate a couple of weeks of like a fairly
Competent engineer's time.
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