But not everyone agrees that humans have the upper hand when it comes to judgement or taste. Matt Schumer, the co-founder and CEO of OthersideAI, wrote in his viral essay on the future of AI earlier this month that OpenAI’s GPT-5.3 Codex model felt, at least to him, capable of “something that felt, for the first time, like judgment. Like taste”
Like the N-convex algorithm, this algorithm attempts to find a set of candidates whose centroid is close to . The key difference is that instead of taking unique candidates, we allow candidates to populate the set multiple times. The result is that the weight of each candidate is simply given by its frequency in the list, which we can then index by random selection:
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The optimization treadmill
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