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Pareto frontier

Pareto frontier

Search complete. 37 mentions across 3 episodes found for "Pareto frontier".

Oct 23, 2026

Alex VolkovHOST
47:49
Let's see here.
Alex VolkovHOST
47:51
The Pareto Frontier looks insane on this model.
Alex VolkovHOST
47:53
The Pareto Frontier for cost versus execution is just absolutely mugging.
Alex VolkovHOST
47:59
Look at this.
Alex VolkovHOST
48:00
This is like just deep seek on this top right quarter, which is, what is this? This is SWE.
Yam PelegHOST
51:26
Just to show the pricing
Alex VolkovHOST
51:27
again, this is just on the Flash model.
Alex VolkovHOST
51:29
They're just like mugging the Pareto frontier on cost.
Type Three AudioNARRATOR
0:00
Capabilities research expands the safety-usefulness Pareto frontier two by Alex Mallett, published on October second, twenty twenty-six.
Type Three AudioNARRATOR
0:12
It's tempting to define safety research as research that enables developers to deploy an AI system more safely without making the deployment much more expensive or much less useful.
Type Three AudioNARRATOR
0:22
You can visualize this definition of safety research as pushing out the safety-usefulness Pareto frontier.
Type Three AudioNARRATOR
0:29
At any given level of usefulness, there's greater safety available.
Type Three AudioNARRATOR
0:33
There's an image here.
Type Three AudioNARRATOR
0:43
Awkwardly, this definition counts basically all capabilities research as safety research.
Type Three AudioNARRATOR
0:49
For example, consider performance optimization for inference.
Type Three AudioNARRATOR
0:54
By making inference more efficient, you can use weaker, safer models more extensively than you would otherwise be able to, pushing out the Pareto frontier.
Type 3 AudioNARRATOR
0:00
Capabilities Research Expands the Safety Usefulness Pareto Frontier 2 by Alex Malen Published on October 2, 2026 Subtitle A model of when and why research improves or hurts safety It's tempting to define safety research as research that enables developers to deploy an AI system more safely without making the deployment much more expensive or much less useful.
Type 3 AudioNARRATOR
0:29
You can visualize this definition of safety research as pushing out the safety usefulness Pareto frontier.
Type 3 AudioNARRATOR
0:36
At any given level of usefulness, there's greater safety available.
Type 3 AudioNARRATOR
0:40
There's an image here.
Type 3 AudioNARRATOR
0:50
Awkwardly, this definition counts basically all capabilities research as safety research.
Type 3 AudioNARRATOR
0:56
For example, consider performance optimization for inference.
Type 3 AudioNARRATOR
1:00
By making inference more efficient you can use weaker, safer models more extensively than you would otherwise be able to, pushing out the Pareto frontier.
Type 3 AudioNARRATOR
1:09
Likewise, any successful research whatsoever pushes out this Pareto frontier because research can only ever create more options.

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