为此，智能体工程通常通过以下几类手段给大模型加“外骨骼”以改善可靠性：引入检索与知识库（RAG）以降低幻觉和知识陈旧的影响；预先设计和约束工作流，而不是完全自由的“自治智能体”，以此限定可接受的执行路径；通过多次回答、自一致性检查或模型间交叉验证，识别并过滤高风险输出；在关键链路节点上设置人工审批，让人类对高风险动作“最后拍板”。
Simply put, I was elated with Scream 7. Williamson smartly surveyed the whole of the franchise, working in lore — and even fan theories — where appropriate. But his film doesn't feel weighed down by them. He has delivered wild kills, a meta monologue about horror conventions, and enough comic relief to make this sequel a devilish roller coaster ride — the kind that sparks the audience to gasp, scream, cackle, and even yell to the characters onscreen as if we can help them.
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