斜杠命令现在以结构化表单的形式启动，执行「生成报告」或「创建仪表板」这类工作流时，操作直观得像填一份简单问卷。管理员还可按用户分配插件、设置自动安装，并通过 OpenTelemetry 追踪团队使用成本与工具调用行为。
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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”。
Consider forming or joining groups of content creators in your niche who are also working on AIO to share insights and results. The field is new enough that collective learning accelerates progress for everyone involved. What you discover about effective tactics in your niche might help others, and their experiences can inform your strategy even if you're in slightly different spaces.
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