开发与集成层
What's changed - Fixed an issue when using Opus 4.8 where thinking blocks were modified, leading to API errors.。
对你的价值：
- 修复 an issue when using Opus 4.8 where thinking blocks were modified, leading to API errors.。价值：减少工具使用中的不确定性，降低排查成本。
What's changed - Plugins in .claude/skills directories are now automatically loaded, no marketplace required - Added claude plugin init to scaffold a new plugin in .claude/skills - Added autocomplete for /plugin argument。
对你的价值：
- Plugins in .claude/skills directories are now automatically loaded, no marketplace required。价值：减少工具使用中的不确定性，降低排查成本。
- Added claude plugin init to scaffold a new plugin in .claude/skills。价值：减少工具使用中的不确定性，降低排查成本。
- Added autocomplete for /plugin arguments: subcommands, installed plugin names, and plugins from known marketplaces。价值：减少工具使用中的不确定性，降低排查成本。
- claude agents: the agent field in settings.json is now honored for dispatched sessions, with --agent to override it。价值：减少工具使用中的不确定性，降低排查成本。
- EnterWorktree can now switch between Claude-managed worktrees mid-session。价值：减少工具使用中的不确定性，降低排查成本。
- tool_decision telemetry events now include tool_parameters (bash commands, MCP/skill names) when OTEL_LOG_TOOL_DETAILS=1。价值：减少工具使用中的不确定性，降低排查成本。
To learn more, see our docs on automatic-caching: And see our docs on mid-conversation system prompt updates。
With Opus 4.8, you can add system instructions mid-conversation without breaking the prompt cache. More cache hits means lower cost and latency for your API requests.；With Opus 4.8, you can pass a system-role message mid-conversation. Claude treats this as an authoritative instruction from that point in the conversation onward. Pair this auto-caching to ensure that these updates are added to the prompt cache. 长文《Prompt auto。
相关链接：With Opus 4.8, you can add system instructions mid-conversation without breaking · With Opus 4.8, you can pass a system-role message mid-conversation. Claude treat
产品体验层
OpenAI launches Rosalind Biodefense, expanding trusted access to GPT-Rosalind for vetted developers and U.S. government partners advancing biodefense, public health, and pandemic preparedness through frontier AI.。
In conversation with OpenAI’s @markchen90, Terence reflects on a future where AI reduces the cognitive friction of research, helps preserve the paths behind discovery, and expands what mathematicians and scientists can a。
AI can give researchers the freedom to pursue “crazier” ideas. For Terence Tao, AI creates more room to experiment, test unexpected paths, and discover what might otherwise stay out of reach.。
Windows users, this one’s for you. Computer use now works on Windows, so Codex can take action on your Windows computer. And with Windows support for Codex in the ChatGPT mobile app, you can start, review, and steer tasks on the go while work continues on your。；Windows users, this one’s for you. Computer use now works on Windows, so Codex can take action on your Windows computer. And with Windows support for Codex in the ChatGPT mobile app, you can start, review, and steer tasks on the go while work continues on your。
相关链接：Windows users, this one’s for you. Computer use now works on Windows, so Codex c · Windows users, this one’s for you. Computer use now works on Windows, so Co
For every ChatGPT conversation that started as “one quick thing” and became a full on saga: table of contents is here. Available now for chats with 5+ responses.。
开发与集成层
Release 0.136.0-alpha.1。
林芯 Every CEO：Codex Desktop 是跳级做出来的，抄了 Anthropic 的作业！ 编辑 | 林芯 “SaaS 才是 AI 的未来！” “完全自动化是个谎言。任何自动化系统，最终都需要一个人类在上面盯着。” “模型更新的本质，就是让‘昨天的人类能力’变得非常便宜。” “AI 就业末日论”、“SaaS 已死”等等论调层出不穷。在过去一年里，硅谷大厂兜售了超多关于 AI 的恐怖故事。 但如果有人告诉你，这一切不过是糟糕。
Ai语音圈直接炸锅了。 这个 GitHub 开源黑科技，把 AI 语音做到了离谱的程度， 真正实现了：一句话，一个声音。 记住这个项目名字：VoxCPM2 它在 GitHub 已经拿下了 20K Star。 最夸张的是， 它甚至无需参考音频， 只需要告诉 AI 你的想法， 它就能精准生成你想要的声线。 更狠的是它的语音克隆能力。 只要给它一段音频， 它就能一比一复刻原本的音色、情绪， 甚至连说话节奏都能一起还原。 还原度高达 99%。
很多人追 AI，是从热搜和二手解读开始的。 但真正高效的方式，是先把信源搭好。 我会把 AI 信息源分成三层： 第一层：官方发布 @OpenAI @AnthropicAI @GoogleDeepMind @cursor_ai @xai 第二层：核心人物 @sama @gdb @DarioAmodei @demishassabis @JeffDean 第三层：高质量解释者 @jackclarkSF @lilianweng @OriolVi。
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