大模型有一些结构性弱点，直接限制了智能体在真实业务中的应用价值，因此智能体工程的一大核心工作，就是在模型外围，用工程手段补齐短板、设置边界、约束行为。
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Scream lovers will notice the reprisal of songs like Nick Cave and the Bad Seeds' "Red Right Hand" and a slow, sexy cover of Blue Öyster Cult's "Don't Fear the Reaper," the latter playing over the teen heroine kissing her boyfriend (like mother like daughter). There's also a cheeky nod to Scream 2, thanks to a framed photo of Tori Spelling, who canonically played Sidney in the first Stab movie. And content creators who love horror will relish doing shot-by-shot comparisons, as Williamson wisely apes director Wes Craven's iconic cinematography from the first Scream. Then, this sequel makes terrific departures from the franchise's weakest points.
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In short: if you can swap in a different set of weights and use the exact same inference code for a different task, your setup is legitimate. If the inference code is inseparable from the algorithm, it's not.