Codex推出Claude Code插件/Qwen3.5-Omni发布/苹果国行AI短暂上线/Claude Code创始人15条隐藏实用技巧

🤖 赛博速递2026-03-31
🗂 OpenAI发布Claude Code插件codex-plugin-cc🔍 可显著节省token的Claude.md:claude-token-efficient🤖 Boris Cherny 分享 Claude Code 实用技巧✨ Qwen3.5-Omni发布:215项SOTA领跑全模态📱 苹果国行AI功能短暂上线后被下线🔊 微软开源VibeVoice:90分钟多说话人TTS📈 国产模型调用量连续超越海外,OpenClaw推波助澜💻 PixVerse V6发布:AI视频进入物理常识时代🧠 豆包与MiMo在SuperCLUE测评中表现亮眼🛠 Kimi K2.5商业化:月度ARR突破1亿美元⚖️ 开发者警告:氛围编程或拖慢App Store审核🔗 OpenClaw带动Token消耗激增,算力与定价上行🤝 Z.ai 一键接入飞书/微信ClawBot🎯 Goals 产品:AI把目标拆成每日一件事

Coding
🧰 OpenAI发布Claude Code插件codex-plugin-cc

OpenAI发布Codex Plugin for Claude Code,让 Claude Code 用户在同一工作流中无缝调用 OpenAI Codex 的插件。


目标是提供第二视角的代码审查、对抗性审查,以及在需要时把任务直接交给 Codex。
https://x.com/reach_vb/status/2038670509768839458https://github.com/openai/codex-plugin-cc
🧑💻 Boris Cherny 分享 Claude Code 隐藏实用技巧

Claude Code创始人Boris Cherny分享了Claude Code“未被充分利用”的实用功能:















🔧 claude-token-efficient:可显著节省60% token的Claude.md
社区项目claude-token-efficient通过一份配置文件减少Claude的冗余输出(示例中可节省约63%输出词量)。



CLAUDE.md
## Output- Answer is always line 1. Reasoning comes after, never before.- No preamble. No "Great question!", "Sure!", "Of course!", "Certainly!", "Absolutely!".- No hollow closings. No "I hope this helps!", "Let me know if you need anything!".- No restating the prompt. If the task is clear, execute immediately.- No explaining what you are about to do. Just do it.- No unsolicited suggestions. Do exactly what was asked, nothing more.- Structured output only: bullets, tables, code blocks. Prose only when explicitly requested.## Token Efficiency- Compress responses. Every sentence must earn its place.- No redundant context. Do not repeat information already established in the session.- No long intros or transitions between sections.- Short responses are correct unless depth is explicitly requested.## Typography - ASCII Only- Do not use em dashes. Use hyphens instead.- Do not use smart or curly quotes. Use straight quotes instead.- Do not use the ellipsis character. Use three plain dots instead.- Do not use Unicode bullets. Use hyphens or asterisks instead.- Do not use non-breaking spaces.- Do not modify content inside backticks. Treat it as a literal example.## Sycophancy - Zero Tolerance- Never validate the user before answering.- Never say "You're absolutely right!" unless the user made a verifiable correct statement.- Disagree when wrong. State the correction directly.- Do not change a correct answer because the user pushes back.## Accuracy and Speculation Control- Never speculate about code, files, or APIs you have not read.- If referencing a file or function: read it first, then answer.- If unsure: say "I don't know." Never guess confidently.- Never invent file paths, function names, or API signatures.- If a user corrects a factual claim: accept it as ground truth for the entire session. Never re-assert the original claim.## Code Output- Return the simplest working solution. No over-engineering.- No abstractions or helpers for single-use operations.- No speculative features or future-proofing.- No docstrings or comments on code that was not changed.- Inline comments only where logic is non-obvious.- Read the file before modifying it. Never edit blind.## Warnings and Disclaimers- No safety disclaimers unless there is a genuine life-safety or legal risk.- No "Note that...", "Keep in mind that...", "It's worth mentioning..." soft warnings.- No "As an AI, I..." framing.## Session Memory- Learn user corrections and preferences within the session.- Apply them silently. Do not re-announce learned behavior.- If the user corrects a mistake: fix it, remember it, move on.## Scope Control- Do not add features beyond what was asked.- Do not refactor surrounding code when fixing a bug.- Do not create new files unless strictly necessary.## Override RuleUser instructions always override this file.
https://github.com/drona23/claude-token-efficient
新闻
✨ Qwen3.5-Omni:阿里发布全模态旗舰模型,215项任务夺冠
Qwen3.5-Omni采用混合注意力 MoE 架构,实现文本、图像、音频、视频的无缝全模态输入与输出。

模型在215项测试任务中取得SOTA成绩,尤其在音视频理解与交互上领先Gemini-3.1Pro。

该模型支持113种语言与方言识别,并能处理超长音频(10小时级)与自动切片,阿里云已上线多档API(Plus/Flash/Light),定位企业级低成本调用。
📱 苹果国行AI短暂上线又下线:疑为非计划内激活
3月31日凌晨,部分国行设备短暂出现“Apple 智能与 Siri”选项并能体验部分功能,但随后被下线。

多方迹象显示此次激活可能为非计划内的意外上线,苹果尚未获得监管最终批准。

用户反馈显示GPT扩展插件与部分联网功能不可用,官方未发布正式上线计划。
🔊 微软开源 VibeVoice:长音频与多说话人TTS新方案
微软发布的VibeVoice家族覆盖ASR与TTS,支持一次处理60分钟转写与生成90分钟多说话人音频,并提供实时低延迟版本(首音约300ms)。

项目采用MIT许可,已在GitHub获得大量关注(约27K Star)。
核心模型包括ASR-7B、TTS-1.5B与Realtime-0.5B,适配长会议、播客与实时交互场景,社区已提供Apple Silicon等优化分支。
项目地址:https://github.com/microsoft/VibeVoice
🎬 PixVerse V6:AI视频向“物理常识”进化,细节与连贯性提升
爱诗科技发布PixVerse V6,在人物真实感、物理模拟与镜头连贯性上有明显改进。

模型能生成更自然的皮肤纹理、情绪递进与复杂运动下的时空稳定性,减少穿模与不连贯问题。

同时支持短提示词驱动生成子弹时间、FPV等特效,已上线Web/App与API。
🧾 国产模型测评与表现:豆包跻身全球第一梯队,MiMo数学推理高分
SuperCLUE最新测评显示,国产模型在多项硬核任务上显著进步。字节的豆包(Doubao-Seed-2.0-pro) 进入全球第一梯队,与GPT-5.4分差缩小;小米MiMo-V2-Pro在数学推理上得分突出(约84分)。

开源赛道上,Kimi-K2.5等国产模型在开源榜单表现强势,显示国产模型从“参数竞赛”向“能力实战”转变。
💰 Kimi K2.5ARR突破1亿美元
月之暗面(Moonshot AI)在Kimi K2.5发布后商业化迅速,报告称月度ARR已突破1亿美元。为锁定算力,客户开始预付千万美元级别的算力采购保证金。
📈 国产模型调用量暴涨:OpenClaw推动Token消耗激增
OpenRouter数据显示,国产模型已连续一月在调用量上超越海外模型,总调用量显著增长。

上周模型调用前九名中,国产模型占六席,总调用量为9.82T,较此前一周的7.359T增长33.4%。海外模型上榜企业仍旧只有Anthropic与,总调用量为2.99T,较此前一周的3.536T降低15.4%。
OpenClaw平台贡献了大量Token消耗,导致云厂商与模型服务商调整定价策略。
🧩 氛围编程热潮:开发者警告或拖慢App Store审核
“氛围编程”(vibe coding)降低了应用开发门槛,导致App Store上架申请激增。

Sensor Tower数据显示新上架量大幅上升,审核队列因此延长,部分开发者等待数周。
🤖 Z.ai 与 ClawBot 集成讨论:一键接入飞书/微信的社区反馈
社区讨论显示Z.ai近期更新支持一键接入飞书/微信的ClawBot通道,降低企业内部部署与集成门槛。

产品
🧭 产品速递:Goals 将目标拆成每日一件事,主打极简执行
Product Hunt上新产品Goals用AI把长期目标拆成每日一项可执行动作,界面简洁,强调“每日一事”与连贯性。


推荐阅读
📝 写作提醒:不要让AI替你写作,保留思考价值
让AI代写会削弱个人思考与信任构建,但写作本身是思考的过程,亲自写作有助于理解与建立信誉。


https://alexhwoods.com/dont-let-ai-write-for-you/
🍚 以上是精心筛选的今日AI信息,纯手工挑选,gpt-5.4对本文亦有贡献。
羊毛时刻
🌵 很多朋友想尝试Claude Code/OpenClaw,用量不多,可以先用中转站上手玩起来。🌼 国内平台可以试试下面两家,新用户有优惠额度。
🐤 硅基流动:https://cloud.siliconflow.cn/i/CXZKVhTh🐤 七牛云:https://s.qiniu.com/n6ziQj
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