老工程师用上 Claude Code 反而更慢了!!!
德国一家给工厂编机器人程序的公司拉着几位老手做了全天实测
同样 21 个真实任务 不用 AI 完成 14 个 用 Agent 只完成 4 个
原因也很真实
客户数据不能上云 只能在本地接开源模型
老哥们连加个逗号都丢给 Agent 对话越拉越长 最后开始胡写
准备好的 skills 没人调 全当聊天框用
唯一赢的是那种重复写轨迹的体力活
去年 METR 的实验也一样 资深程序员用 AI 反而慢了 19%
兄弟们 你们上了 Agent 之后 是真快了还是假快了??
出处是德国帕绍大学和机器人编程公司 AKE Technologies 的论文《Can AI Agents Help Robotic Engineers?》。
4 位做了 7 到 14 年 ABB 机器人编程的工程师参加了两次全天测试,同类真实任务一共 21 个:不用 AI 按时完成 14 个,用 Agent 只完成 4 个,功能评分也更低。
Agent 是 Claude Code 接本地开源模型 GPT-OSS 120B,因为客户数据不能上云,而且只有一块 H100。
第二次测试把 ABB 手册和规范写进 CLAUDE.md 之后,完全符合代码规范的方案从 10 个里 2 个升到 8 个里 5 个。
用 AI 最熟的那位,比资历最老的那位用得更好。
国内要内网部署的公司也会踩同一个坑:本地开源模型加 Agent 不是装上就能提效,得先教人怎么用,再从重复的活下手。
arxiv.org/abs/2610.32636
牛逼了!!!
这是什么神仙算法?
一个git仓库的资源贴,获得了1000w的曝光!!
所以兄弟们,多发内容,多尝试不同方向!!!
今天 GitHub 日榜:AI 审美觉醒日,设计 Skill 集体起义,专治"一眼 AI 味"!
5 个星标暴增最狠的项目,专业拆解下!
1. pbakaus/impeccable
让 AI 编程助手更懂设计的设计语言。
1 个 skill + 24 条命令 + 浏览器实时迭代 + 62 条确定性检测规则,专抓紫蓝渐变、卡片套卡片这些 AI 前端通病。
🔗 直达:github.com/pbakaus/impeccabl…
AI 写的页面终于不再千篇一律"Inter 字体 + 紫色渐变"了。619 星一天,总星冲破 8.6 万,审美革命正式打响!
🟢
2. makecindy/cindy
开源、开箱即用的 AI Agent。
把多种 harness、模型和工具整合进一个 Agent,在你自己的电脑上真刀真枪干活,桌面端、移动端全覆盖。
🔗 直达:github.com/makecindy/cindy
"想到,就能做到",这口号够狂,Agent 已经从玩具变成打工人。477 星一天,个人 Agent 赛道又来猛将!
🟢🟢
3. Nutlope/hallmark
拒绝 AI 味的设计 Skill,支持 Claude Code、Codex、Cursor、OpenCode。
48 套主题随机发牌,在真实浏览器里逐条检查"机器味"痕迹,最后还有全新上下文的评审把关,Together AI 出品。
🔗 直达:github.com/Nutlope/hallmark
和 impeccable 同天上榜,反 AI-slop 统一战线成立了!455 星一天,设计师们可以松口气了。
🟢🟢🟢
4. luongnv89/claude-howto
可视化、案例驱动的 Claude Code 实战指南。
从基础概念一路讲到高级 Agent,附可直接复制的模板,还有中文版。
🔗 直达:github.com/luongnv89/claude-…
"一个周末精通 Claude Code",这是给新手的速成秘籍。392 星一天,总星 4.4 万,学习党狂喜!
🟢🟢🟢🟢
5. pollen-robotics/microduck
一只会走路的迷你双足鸭子机器人 🦆
这个仓库是鸭子的"大脑":约 25cm、800g,Rust 写的 50Hz 控制循环用强化学习策略驱动 15 个舵机。
🔗 直达:github.com/pollen-robotics/m…
具身智能也能这么可爱?RL 训练出来的鸭子步伐,萌到犯规。319 星一天,硬核与萌系兼得!
⚠️⚠️
总结:
今天的信号很清楚:AI 能写代码只是起点,写出"有品味"的东西才是下一个分水岭。设计 Skill + 开箱 Agent,就是 2026 的新基建!
Gemini 官方一口气更新了 11 项!!!
Mac 版能从聊天直接切进 Antigravity 本地写代码 跑代码 调试
常用指令还能存成 skill 叠着用
有已经拿 Gemini 写代码的兄弟吗 体验咋样??
马斯克都回了一句 Cool!!!
有个开发者把 Grok 塞进了 iPhone 侧边的操作按钮
长按一下 屏幕上的视频 帖子 文章都能直接问
现在免费开源
这直接干掉了 iphone 的 Siri 啊
兄弟们 你们手机的操作按钮会绑 Siri 还是 Grok Bot??
grok bot can now see what's on your phone and answer anything about it
just hold the action button and ask what you need:
> ask anything about the video you're watching
> tell it to build what you saw in a reel for your business
> ask it to break down the article you're reading
it can watch videos, read posts, check the web, basically everything.
i built it as a free iphone shortcut and made it open source, you can grab it below
Claude Code VS Cursor!!!
有个老外开发者试了两小时 Claude Code
吐槽体验太糟 Cursor 的交互才是无敌
不过他也认 Opus 甩 Grok 好几条街
兄弟们 你们写代码站 Claude Code 还是 Cursor??
我更偏向于用 Claude Code
天塌了 OpenAI 又砍掉一个产品!!!
写论文的 Prism 明年元旦关停 项目数据直接删
沃顿教授 Mollick 算了一下 Sora 活了 6 个月 Atlas 活了 9 个月
兄弟们押一下 OpenAI 下一个砍的是哪个??
推特越做越好了!!
现在新出了一个限流检测工具
可以检测到上一个的内容有哪些被限流了
所以也有点问题,是上个月的数据!!!
不过马上11月了,明天就能开始分析了!!!
Under the Hood now shows you which posts received a visibility-limiting label, making it easier to see what’s affected: nitter.gq/i/jf/under_the_hood
This was a top request — thanks for the feedback.
You’ll see the specific posts listed when fewer than 5% of your posts during the report period have that label.
这个吐槽神了!!!
老外 AI 圈有人说 美国模型和中国模型之争 就像梅西和 C 罗之争
但明明有一个客观正确的答案 偏偏一半人在嘴硬
兄弟们 你们站美国模型还是国产模型??
高盛的新报告看麻了!!!
AI 铺开以后 美国可能有将近 1500 万人被挤出岗位
差不多每 11 个打工人里就有一个
在国内 有公司已经开始拿 AI 替人的兄弟吗??
Goldman Sachs just put a number on AI job losses, and it's nearly 15 million U.S. workers. Here's what you need to know.
Kalshi posted "BREAKING: Goldman Sachs says AI will eliminate nearly 15 million jobs" on Oct 30. It drew about 76.7K views. The number is real, but the wording is stronger than the bank's. Goldman frames it as workers displaced during the AI transition, not jobs permanently erased.
The math starts with productivity. Goldman assumes AI eventually lifts productivity by 15% in the U.S. and other developed economies. Under that case, up to 9% of workers could be pushed out of their jobs during the transition. That is about one in 11 workers, or roughly 15 million people in the U.S. Fortune reports the layoffs are likely to come over about ten years, and mostly in recessions. Goldman also says slower hiring could weigh on employment by another 3%.
This is a bigger figure than the bank gave before. Earlier this year Goldman estimated that 6 to 7% of the workforce could face displacement over an extended period. It also said unemployment could rise but the effect might be temporary. The new 9% case raises that range.
Goldman also says the damage is spreading beyond tech. Its words: "The labor market impact of AI appears to be broadening: across nonmanufacturing industries, higher AI adoption is now associated with weaker employment growth and higher unemployment."
The unemployment data backs this up. Workers displaced from AI-exposed jobs take about a month longer to find work. They are about 10 percentage points more likely to still be unemployed a year later. And 73% land in roles with the same or higher AI exposure, versus about 55% before 2023.
Reaction has split. Some point out that new work usually appears after a tech shift, and that Goldman said last August AI might not cause the widespread job losses people fear. Others say this reverses that message. Political commentators are already framing AI as a worker issue, with Democrats aligning against it.
Key numbers:
- Nearly 15 million U.S. workers displaced
- Up to 9% of workers, about 1 in 11
- Assumes a 15% AI productivity boost
- Another 3% hit from slower hiring
- Earlier estimate: 6 to 7% of the workforce
- 73% of displaced workers land in equally or more AI-exposed jobs, vs about 55% pre-2023
Goldman's 15 million is a transition-period displacement estimate, not a forecast of permanently lost jobs.
Claude 产品负责人出来道歉了!!!
原来 Max 20x 的周额度 只有 Pro 的 10 倍
现在改名 Ultra 价格不变 验证过的号直接取消 5 小时限制
麻烦了 要先验证账号才解锁 兄弟们敢去验吗??
We’re renaming our Max plans:
Max 5x → Max
Max 20x → Ultra
Max is still $100/month, and Ultra is still $200. If you’re a subscriber, there’s nothing you need to do.
We’re also removing the 5-hour limit for verified Ultra accounts, starting today with most existing subscribers. Newer accounts keep a temporary limit until they’re verified, which helps us prevent fraud and abuse. You'll get an email when it's removed.
Weekly limits remain unchanged. View our plans here: claude.com/pricing
这话扎心了!!!
Dan Koe 说 AI 让谁都能做出任何东西
大家本来就分心 AI 只是把分心放大了 10 倍
真正的对手 从来只有自己的脑子
兄弟们 拖住你们的是 AI 不够强 还是手机太好刷??
刚从 Claude Code 团队离职的大佬 说了句大实话!!!
用编程 Agent 很容易进入一种躁狂状态
感觉自己一直在干活 干了很多 其实什么都没发生
他觉得这经常是在逃避生活里别的事
他自己说 这话在 Anthropic 的时候也会讲
后来他又补了一句
编程 Agent 对大多数人 大多数时候 还是巨大的生产力倍增器
只是你要是天天通宵 总觉得自己在不断顿悟
那就得停下来 看看自己了
兄弟们 你们最晚跟 Agent 干到过几点??




















