写作

Cloudflare 发布 cf open beta，用 Wrangler 的实际使用数据解释默认 JSON、命令搜索和类型化配置。

NVIDIA OpenShell places sandbox, network, credential, and policy controls outside the agent workload, with a Supervisor enforcing permission boundaries.

NVIDIA OpenShell 把 sandbox、网络、凭证和 policy 控制放在 Agent workload 外，由 Supervisor 执行真实权限边界。

Independent Codex Guardian history shows why generation context and review evidence need separate records, with provenance through resume and rollback.

从 Codex Guardian 历史独立保存出发，解释生成上下文与审查证据为什么不能共用一份压缩摘要，以及 resume、rollback 应如何保留来源。

Cloudflare and Fastly network data reveal repeated crawling, origin costs, access-policy questions, and the returns websites get from machine traffic.

结合 Cloudflare 与 Fastly 的网络数据，分析机器流量的重复抓取、回源成本、访问策略和价值回报。

MentraOS runs Miniapps in a phone runtime, sharing a connection to manage input, output, hardware capabilities, and permissions across smart glasses.

MentraOS 把 Miniapp 放在手机 Runtime，通过共享连接管理多款智能眼镜的输入输出、设备能力和权限。

Use prompt audits, instruction layers, and migration evals to retain real requirements, reassess model workarounds, and enforce hard limits in code.

拆解 Prompt Audit、指令分层和迁移 Eval：模型能力变化后，哪些规则应保留，哪些模型补丁要重新验收，哪些限制必须下沉到 Hook 或策略层。

Company Brain scopes team-agent memory by room and user permissions, with personal authorization, traceable sources, and separate tool-write access.