写作

Qwen-Image 2.1 支持原生 RGBA、统一生成编辑、最多 10 张参考图和 2K 输出，但仓库许可证默认只授权非商业研究与评测。

Android Bench 2.0 keeps pass rate as a hard gate and adds completion rate to diagnose progress and unfinished acceptance requirements.

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。

TypeSafe Jev uses Choice, Score, and Noul for constrained agent decisions while code retains control of valid actions and side effects.

TypeSafe Jev 用 Choice、Score 和 Noul 处理 Agent 的受约束决策，让模型负责模糊判断，代码继续掌握合法动作和副作用。

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。

WorkflowAgent, step boundaries, and idempotency keys explain safe recovery after crashes, timeouts, and human pauses, with a proposed Lora PI Kit adaptation.

用 WorkflowAgent、Step 边界和幂等键解释 Agent 在崩溃、超时和人工暂停后怎样安全恢复，并给出 Lora PI Kit 的迁移思路。

Anthropic and Accenture extend evaluation beyond model outputs to training, deployment, monitoring, and incident processes, with independence unresolved.