本内容遵循CC 4.0 BY-SA版权协议 聚焦从Demo到生产的全链路：工具调用、RAG知识库、工作流编排、评测体系、线上监控与权限安全。专栏以客服、工单、企业知识助手等场景为例，讲清提示版本管理、重试降级、成本控制与人机协同，帮助技术团队把“会聊天”的 ...

文章浏览阅读140次。2026年9月1日到11日，海内外7家头部模型厂商迭代了新模型。过去大模型的升级周期以年计算，后来缩短到几个月，如今已经开始以周为单位。据OpenRouter平台数据，DeepSeek V4.1 Flash在发布24小时内被处理了约1万亿Token。当模型迭代进入“周更时代”，一个越来越尖锐的工程问题浮出水面：你的应用架构，跟得上这个节奏吗？

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