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用AI给一个很冷门的软件Zblog编了个自用的插件，这软件ASP的，非常冷门，我给AI提了需求之后，AI先把整个源码下载下来，读懂之后，根据我的需求直接写代码，十几分钟就写好了，然后AI自己用VBS测试通过，我拿到线上测试，直接跑通，没有任何错误，现在的AI编程能力真是太恐怖了。

我对于Hugo的编辑和管理界面感觉不太习惯，打算还是用原来的ZBlog进行文章管理，本地Windows11搭建了一个IIS，让AI装上SSL证书，用SwitchHosts切换域名到本地，在本地域名下新建和管理文章，然后让AI编写了一个WinSCP的同步命令，同步本地html到服务器上。

Four months after we launched Manus, I was invited to a dinner with President Macron. I ended up seated directly across from Jensen Huang. He was half an hour late, and Macron asked him to give a toast. Jensen picked up his wine glass and turned it into a fully improvised speech — in front of a table of European politicians and founders. It was electric. The charisma of a top founder, on full display. I typed the whole thing into my Notes that night. Still one of the sharpest takes I’ve heard on software, AI and Europe. What a pity. What a loss.

AI时代最浪费钱的行为：用最强模型处理最简单的问题 Claude Opus 能解决复杂编程、架构设计和疑难 Debug 但如果只是写个脚本、改个网页、处理日常任务，Sonnet 就够了 至于简单的分类、信息提取，Haiku 甚至更快更便宜 将来会用模型是本事，会省 Token 才是水平

恭喜自己又大一岁！🍻 早上一睁眼，推特真正意义上万粉了 非常认真拥抱AI的这一年 我的人生发生了非常多的变化 喜欢 @xmmxovo @gkxspace @Astronaut_1216 @ShengzheSeanxu 🥰🥰 00后的好朋友们，给了我非常大的力量 我的职业生涯，这8年，每次裸辞或者跳槽都没有休息超过一个星期 但！！！就在前天，已经谈了离职 💌 接下来，我要为我自己而活了！ AI时代，我们一定会创造更多精彩的👻

9 个月变 90 小时，挖漏洞也被 AI 改写了。 Forescout 11 月 12 日报告：用 Claude 模型搭了个挖洞工具，扫 10 款 TCP/IP 协议栈，90 小时挖出 99 个漏洞，66 个是新的，过半高危。 静态分析只花 935 美元。 #AI安全# #Claude# #物联网#

X AI ALGORITHM UPDATE (BIG ONE) 🚨 X updated their open source algorithm yesterday and the biggest number in it is gone: copy link went from 20 to 0 points. Small accounts should focus on: posts people like, reply to and stay on (so stop counting on link copies) tl;dr: - on Nov 13 X's open source code set the score for copying a post's link to 0 - copy link: 20 → 0 - it was the top score in the whole system, 4x a reply - the code also names a "copy link bait" spam check - likes (0.708), replies (5) and DM shares (5) didn't move full details: - The number that's gone Since I started reading X's open source code in August, one number sat at the top: 20, for someone tapping share and copying your post's link. Nothing else came close. As of the Nov 13 release, it's 0. X still guesses who'll copy your link. It just multiplies that guess by 0 now. X didn't explain it. It's just what the code says. (I check the open source algo daily with Claude and share updates with you) - Cross it off your list My own checklist called copy link the biggest number. Last week's post said it too. It was true then. It isn't now. If you saved that list, cross that line out. - The "copy link bait" check X's code now mentions a spam check called "copy link bait". In the code it adds a spam label to the post, and that label already keeps a post out of strangers' feeds. It only shows up in a test, so I can't see if it's running or how strict it is. My read: X saw people baiting link copies, so it turned the score off and built something to catch the bait. That's a read, the code doesn't say why. - Why that matters if you're small If your plan was posts people copy the link to, that plan now earns 0 in X's ranking. A copied link can still bring people in from outside X. It just doesn't push your post up anymore. What still pays: likes at 0.708 (the highest ever), people staying on your post, replies at 5 and back and forth with mutuals at 20. - Also new: photo and video tags If a post has a spam label, people you tag in its photo or video who don't follow you won't get notified. Same idea as last week's rule for replies. - What didn't change Every other score. Your new posts still get their extra push in the first 2 hours and first 200 views, and early likes still pick which one gets it. Here's a recap of what you should be doing: - aim for likes, replies and time spent, the copy link score is gone - a DM share still earns 5, same as a reply or a quote - likes sit at 0.708, never higher - time on your post keeps counting at its best rate yet - 10+ seconds after someone taps in adds 0.385 - write your replies yourself, under big accounts most of all - give people a reason to hang around your profile - in videos the opening seconds carry it, an open alone scores 0 - posts read to the end help X find you strangers - smaller accounts (below 50K) get a shot at a spot near 16 for a fresh original - early likes decide which new post gets that spot - post when your followers are awake, the push lasts 2 hours and 200 views - mutuals going back and forth earn 20, so follow back the regulars - only your originals ever get shown to strangers - like 1 and like 32 each unlock another way to reach strangers - one strong post per feed, your second only counts 62% - clips longer than 10 seconds for the video lists - a post likely to win you a follow gets +4 - give your pinned post a look, it can affect the whole account What you should NOT be doing: - counting on copy link shares, they score 0 now - baiting link copies, the code names a spam check for exactly that - a spam label also stops your photo tags reaching non-followers - AI-written replies under big accounts, "llm slop" is a flag X uses - copy-paste replies, labeled ones skip non-followers' notifications - chasing taps, 0.274 and dropping - drifting off your topic, each probable "not interested" takes 53.07 away - videos people open and leave, the open itself earns 0 - posting at 3am, it wastes the 2 hour push - expecting replies and reposts to reach strangers - an insult label, it hides that post from non-followers - earning a misinfo or low quality label, which adds a warning and locks strangers out of liking or sharing - 3 adult photos or videos among your latest 5 posts, that puts a label on you - forgetting videos get rechecked at 64 and 512 likes - one account label and strangers stop seeing you - pinning a link to a site X rates badly, that can mean a label for a week - posting your own old words again risks the copypasta flag - a low quality link plus tagged strangers reads as spam - bait for engagement, big or small it gets a label - several posts back to back, they split the same feed - hashtag piles, they do nothing - bookmarks for reach, they score 0 - hoping a 3 day old post still lands in For You, it stops at 2 days

Cloudflare 开源了 Kitesurf，一个专门为 AI Agent 设计的浏览器 这个项目完全不依赖 Chromium，也不需要启动传统的浏览器容器，直接运行在 Cloudflare Workers 上 它支持 HTML 解析、JavaScript 执行、页面截图，甚至兼容部分 CDP 接口，可以接入 Puppeteer Cloudflare 的思路很简单，AI Agent 需要的是读取和操作网页，很多时候根本没必要启动一个完整的 Chrome 但是有一个很有意思的地方 我们平时访问网站，应该经常会遇到 Cloudflare 的人机验证吧？ 现在，Cloudflare 自己开始给 Agent 造浏览器了，这不是盾和矛的关系嘛？ 其实，Kitesurf 的官方文档明确提到，目前无法完成某些依赖真实 TLS 指纹的机器人验证 也就是说，Cloudflare 自己开发的 AI 浏览器，也可能被自家的人机验证拦在门外 Cloudflare 并没有给自己的浏览器开后门，它已经提供了针对 AI Agent 的访问策略，网站可以自己决定允许哪些 Agent 访问 Cloudflare 现在还在推动 Web Bot Auth，让 Agent 可以证明自己的身份，而不必再假装自己是一个真人 以后不仅人要证明自己不是 Bot，Bot 也得开始证明自己是谁了 😂 项目开源地址：