该系统可根据具体请求特征自动重组提示模板，智能调整以下要素：1）注入不同权重的历史反思内容；2）动态插入场景特定的审批规则；3）按请求复杂度分配推理步骤资源。例如处理合规审查时，系统会强化法规条款的提示权重；而面对创意项目审批时，则侧重团队资历评估维度。
技术实现上采用LangChain的提示流水线架构，支持实时解析请求元数据（如申请人职级、项目紧急度等）来构建最适提示。某科技公司部署案例显示，该技术使系统在同时处理法务合同审查与研发设备采购审批时，两类场景的决策准确率均保持在90%以上
This answer comes from the articleLLManager: a management tool that combines intelligent automated process approvals with human reviewsThe
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