写作

拆解 Company Brain 的团队记忆与权限设计，重点看个人授权、共享知识、可追溯来源和团队 Agent 的权限边界。

After Copilot Code builds an internal tool, Managed Runtime handles Git, dev environments, Entra ID, connectors, previews, deployment, and governance.

Copilot Code 生成内部工具后，Managed Runtime 接管 Git、受控开发环境、Entra ID、连接器、预览、部署和企业治理。

从 Codex 网络策略更新出发，解释 HTTP 重定向、长响应与 WebSocket 为什么需要可撤销许可，以及工具权限和网络权限为什么必须分层。

Codex network policy changes explain revocable permits for redirects, long responses, and WebSockets, and why tool and network permissions need separate layers.

GitHub Agentic Autofix reads and writes Copilot Memory. How security repair knowledge crosses agent workflows, and why verification, scope, and expiry matter.

GitHub Agentic Autofix 会读取并写入 Copilot Memory。本文拆解安全修复经验如何跨 Agent 复用，以及验证、范围和过期为什么重要。

Jev-Code-Reviewer prioritizes PR changes, expands P0 by default, and retains the original diff and fallback paths so reviewers see key changes first.

Jev-Code-Reviewer 给 PR 改动做注意力排序，默认展开 P0，同时保留原始 diff 和失败回退路径，帮助人先看关键改动。

Anthropic's book market experiment locates most efficiency loss in preference representation. A look at model choice, preference evals, and market rules.

Anthropic 的 Agent 市场实验显示，主要效率损失发生在偏好表示和匹配阶段。本文拆解模型选择、偏好 Eval 与市场规则。

GitHub Security Lab Fuzzing Taskflow uses coverage gaps to guide model decisions while deterministic tools execute, measure, and persist results.