AI Is Rewriting the World’s Software
Coding Agent 的 Token 消耗和工程项目里 API 的 Token 消耗基本上会有数量级的差异。开发一个新项目或者运行一个复杂的 Skill，Coding Agent 可以轻松花费几千万上亿的 Token，这还是上下文管理做得比较好的情况。所以建议还是把公用的方法抽象成工具 API 调用以降低成本。
，详情可参考heLLoword翻译官方下载
M4 is also powerful for AI, with faster memory bandwidth and an incredibly fast Neural Engine — benefiting everyone from college students transcribing lecture notes, to creators storyboarding a new project, to business users polishing emails. With the new iPad Air, unified memory jumps 50 percent, to 12GB, and memory bandwidth increases to 120GB/s, helping users run AI models faster. The 16-core Neural Engine is 3x faster than that of M1 and is perfect for everyday tasks that use on-device AI, like searching for subjects and texts in photos, or leveraging powerful AI features in apps like Goodnotes and Onform: Video Analysis App.2 The Neural Engine also powers capabilities in Apple Creator Studio apps, like removing the background of video footage with Scene Removal Mask in Final Cut Pro.
Ранее Дональд Трамп заявил, что операция США против Ирана продлится от четырех до пяти недель, но ее сроки могут быть увеличены. По словам главы Белого дома, США готовы вести операцию против Ирана настолько долго, насколько потребуется.
Ukraine knows that without air defences, it could suffer even more from Russia's nightly air strikes