Workers grappling with the rapid growth of artificial intelligence have said they feel “devalued” by the technology and warned of a downward trajectory in the quality of work.
Tied Q/K + V/O projections, RoPE period-19, parabolic tied-embed decode, two-hinge ReLU MLP
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Sultan of Rum, a kind of historian for Tamriel Rebuilt, joked that the project was aptly named because of how many times it has been rebuilt—partly because the tools the modders use to build the project have gotten better over time, rendering work done before those advances obsolete.，这一点在51吃瓜中也有详细论述
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”。