Second, identify your top five most important pieces of content—articles that address core topics for your audience or drive significant traffic currently. These become your initial optimization targets. Don't try to optimize everything at once. Focus on making these five pieces as strong as possible for AI citation.
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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”
再直白点,就是你买回去要么自己跟维京重新谈,要么自己重做一套系统——成本?时间?自己掂量。