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Sarah Catanzaro
@sarahcat21
“All methods are sacred if they are internally necessary” (GP @amplifypartners, prev @canvasvc; Head of Data @Mattermark; @palantirtech; @c4ads)
1.6K Following    16.4K Followers
I think we’ll likely see a dramatic decrease in the number and potentially the value of public benchmarks; so many people are realizing that your benchmark IS your secret sauce AND it’s hard to come up with “general” frontier tasks vs what’s frontier for your specific use cases
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“the cold start is smaller than people think” - many people complain about designing a comprehensive set of tasks & verifiers. But you don’t NEED this to get started. You need a few good ones & the means to analyze your outcomes/traces so you can update & append; evolve your evals.
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Eval developers are the next analytics engineers; people who will set standards that ultimately govern how models are trained and deployed. I expect to see many more companies hire for this role.