行业共识是 Human-in-the-Loop。但当 Agent 连续自主运行数小时,逐步审批反而成了瓶颈。Human-in-the-End 不是移除人类,而是将人类的角色从操作者升级为拥有者。
5 posts exploring Architecture and related topics.
Technical insights and engineering experiences from building production systems.
行业共识是 Human-in-the-Loop。但当 Agent 连续自主运行数小时,逐步审批反而成了瓶颈。Human-in-the-End 不是移除人类,而是将人类的角色从操作者升级为拥有者。
The industry consensus is Human-in-the-Loop. But when agents run for hours autonomously, approving every step becomes the bottleneck. Human-in-the-End isn't about removing humans—it's about upgrading their role from operator to owner.
After building CI/CD pipelines with GitLab CI, Jenkins, and GitHub Actions for years, I thought deployment was just another pipeline step. Then Flux CD showed me the fundamental difference between Push and Pull models—and solved problems I didn't even know I had.
从 "by user" 到 "by client" 架构的演进过程。深入分析 Sealbox 多客户端架构设计中的技术权衡,探讨零信任安全模型、Envelope Encryption 实践,以及如何在团队协作与安全性之间找到平衡点。
How we evolved from "by user" to "by client" architecture in Sealbox. A deep dive into the technical tradeoffs of zero-trust security models, Envelope Encryption implementation, and balancing team collaboration with security in secret management systems.