
Digital Sovereignty in the Age of Centralization
Why user-controlled systems need both technical and institutional design.
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Why user-controlled systems need both technical and institutional design.
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Each note surfaces category, author, theme, and operating context so teams can decide where to go deep.

2026年3月初,OpenAI 公布并开源了 Symphony 服务规范。这一规范定义了一种长期运行的自动化服务,能够从 issue 追踪系统中持续拉取任务,为每个任务创建隔离的工作区,并在其中运行 AI 编码代理。

过去一阵子,Moltbot 这类 AI 管家产品被推到了大众面前:能接入消息软件、能跑命令、能读写文件、能用技能/插件串工作流,还能靠持久记忆越用越像你。

A production-oriented guide to retrieval, reranking, evaluation, and response quality.

Why user-controlled systems need both technical and institutional design.

How actor-style patterns reduce coordination cost in distributed systems.

Why output-centric thinking improves scalability, auditability, and control.

How explicit data agreements reduce breakage, ambiguity, and downstream cleanup.

A technical note on building products that stay operable after launch.
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