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Android Bench 2.0 保留 Pass rate 作为硬门禁，再用 Completion rate 解释长任务已经完成多少，以及问题卡在哪一类验收。

A study of 519 overseas job listings, 28 roles at major Chinese firms, and 6 projects examines FDE responsibilities, growth, costs, and scalability.

用 519 条海外公开 JD、28 条国内大厂岗位和 6 个真实项目，拆解 FDE 的职责、增长、国内落地、成本与规模化条件。

OpenCloak replaces names, emails, and other personal data with stable stand-ins locally, then restores them when the model responds.

OpenCloak 在本地把姓名、邮箱等敏感字段替换成稳定假值，模型响应回来后再恢复，减少个人信息直接发送给 AI 服务。

AI agent engineering readings for September 18 to 19, 2026, with key findings, engineering implications, suggested sections, and primary sources.

覆盖 2026-09-18 至 09-19 的 AI Agent 工程阅读日志，保留本期重点、工程意义、优先阅读位置与一手来源。

Splash combines model packages, kernels, memory planning, and compatible local APIs into a model-specific inference stack for coding agents.

Splash 把模型包、Kernel、内存计划和本地兼容 API 组合成按模型定制的推理栈，面向 Coding Agent 的本机模型运行。

How Foreman separates a coding agent from supervision, using runtime evidence, Jev judgments, and deterministic policy to continue, verify, stop, or escalate.

拆解 Foreman 如何把 Coding Agent 的执行循环与独立监督分开，用运行证据、Jev 判断和确定性 policy 决定继续、验证、停止或交给人工。

Use Kitaru Replay, Evaluator, and Regression Suite to preserve production failures as repeatable agent tests, with tool policies and CI gates.