🤖 AI 资讯

每日 05:00 更新 · 11-04 · 主站 liuch.name ↗
全部标签 →
筛选标签:营销广告 · 返回个性化推荐 · 清空筛选
AI 资讯

Learning by Doing: Autonomously Compiling and Curating Agent Skills from Verified Traces

arXiv cs.AIarXiv:2611.01386v1 Announce Type: new Abstract: Memory systems for production LLM agents mostly store semantic memory (facts about users and domains) or episodic memory (earlier interactions). Research systems such as Trace2Skill, WikiSkill, and SkillRevise learn procedures from agent runs, package them as Skills, and evaluate them on benchmarks. We describe Zep Agent Skills, a production service that gives deployed agents this procedural memory. The service uses only verified attempts as evidence, cites the supporting events for each field of a Skill, and governs the admission and distribution of each Skill version. The service records each task attempt as a Trace with ordered events, an outcome, and a verification strength. A compiler with separate Reflector and Curator roles turns verified Traces into versioned Skills. Scans and admission gates control which candidates become active, and verified use outcomes change the search rank of each Skill. The Agent Skills format is an open standard that Anthropic originated and donated to the Agentic AI Foundation, so any host of the format can load a compiled Skill. Agents retrieve Skills through lexical search with progressive disclosure, over an API or MCP. We evaluate Zep Agent Skills on $\tau^3$-bench banking, AppWorld, and EnterpriseOps-Gym. Skills compiled from the Traces of a teacher model increase the pass rate of three weaker executor models on the same tasks, at every reasoning effort, by 4.5 to 18.8 points. Most of the gain is on the tasks that the teacher solved. On ALFWorld, Skills compiled from the runs of a small model give a gain similar to or larger than the gain that prior work reports for continuous fine-tuning, with no training.
2026-11-04 05:00:00 · 大模型,AI应用,Anthropic,Agent智能体,推理思考,强化学习,微调蒸馏,模型评测,营销广告,招聘HR,论文,开发者生态

AutoSynthData: Generating Training Data for Enterprise Agents

HuggingFace Blog
2026-10-02T04:01:31.290Z · AI应用,具身智能,开源,Meta,Agent智能体,搜索RAG,数字人,Transformer,强化学习,微调蒸馏,提示工程,营销广告,招聘HR,论文,开发者生态

The Alexa Tablet 8 has already received its first discount at Amazon, weeks before Black Friday

MakeUseOf

TL;DR: Amazon has already released its first discount on the new Alexa Tablet 8, dropping the price of the cheap tablet down to only $199.99.

2026-11-03 18:42:02 · 营销广告,招聘HR

My Galaxy's hidden back-tap gesture is the shortcut I didn't know I needed

MakeUseOf

After one late-night doomscrolling session, I landed on a reel that excitedly informed me that my Samsung Galaxy had a “hidden button” on the back of the phone that enabled custom gesture control.

2026-11-03T19:00:16Z · 营销广告,招聘HR

How to share your graphics card with a Windows virtual machine

MakeUseOf

Everyday use on a virtual machine feels sluggish, including animations, window dragging, and scrolling. A reason for this is the emulated display adapter, which, instead of using your integrated or dedicated GPU, uses the CPU to render the graphics. To fix this, the VM needs access to a real GPU, which by design is controlled by one operating system and one driver. As a result, if the whole GPU is handed to a VM, the host loses access, and everything falls apart.

2026-11-03 20:30:16 · 算力芯片,AI应用,搜索RAG,营销广告,招聘HR

How to Find and Fix Common Technical SEO Issues on Your Website

FreeCodeCamp

Let's say you've built a website. You've invested in the design, bought a domain, and so on. But a website isn't only what you see on the screen. A lot happens behind the scenes. You have to understand how the internet works, as well as how Search Engine Optimization (SEO) works.

Speed is a key part of it, too. A slow site can have very weak SEO, because most people won't spend much time waiting for a page to load, especially these days.

Site speed is a well-known topic with many problems of its own to consider, like Largest Contentful Paint (LCP), Cumulative Layout Shift (CLS), and server speed. But I'll leave those for another article.

This one is about the problems that stop search engines from reaching and reading your pages.

In my opinion, technical SEO is much harder to apply than regular SEO, which focuses on content and keywords. The technical side usually requires a developer's knowledge, and might need some changes that can feel a bit uncomfortable if you don't have a technical background.

A technical problem can stay unnoticed for months, because you usually don't see it. It's not a design problem. You only find it when you run specific checks, for example with Google PageSpeed Insights.

In this tutorial, you'll find and fix the most common ones on a small practice site. I didn't want to take a real website and shame its owners, so I built a practice site with the problems already in it.

Table of Contents

Prerequisites

You don't need to be an experienced programmer to follow along. You'll need:

  • A web browser, such as Chrome, Firefox, Edge or Safari. In Safari, first turn on Show features for web developers under Settings > Advanced.
  • A terminal: Terminal on macOS, PowerShell on Windows, or any terminal on Linux.
  • curl, a small program that downloads web pages. It comes with macOS, most Linux distributions, and Windows 10 (version 1803 and later) and Windows 11.
  • Node.js, to run the practice site. The code was tested with Node.js 26.8 and curl 8.7.

On Windows PowerShell, type curl.exe instead of curl, because there curl is a shortcut to a different command. Replace | grep -i "text" with | Select-String "text", and /dev/null with NUL.

What Is Technical SEO?

Google has programs called crawlers. They search the internet all the time for new websites and new pages. When Google discovers a new address, it may crawl the page and process what's on it (the text, images, and videos).

If Google decides the page is worth indexing, it may add it to a very big database of web pages, called the index. Google can then consider the pages in its index for its search results, when they're relevant to what someone searches for. Google's guide to how Search works calls these three steps crawling, indexing, and serving.

So crawling doesn't guarantee indexing, and indexing doesn't guarantee a place in the results. The same guide says Google doesn't guarantee any of the three stages, even for a page that follows all of its rules.

Fixing technical problems won't necessarily make your site rank first on Google. But it does strengthen your chances of ranking higher, because every problem you fix makes your site better.

Technical SEO has to come together with regular SEO, like keywords, backlinks, engagement on social media, and so on.

How Common Are These Problems on Real Websites?

The numbers below come from audits run with the site-auditing tool I build. Each website counts once, using its first audit, and this data comes from October 25th.

Crawls check many pages on one site (a median of 10 pages here). Single-page audits check one page, usually the home page.

Problem How often Sample
At least one page with no canonical tag 64.2% of sites 53 crawled sites, Aug 2025 to Oct 2026
Two or more pages with exactly the same title 61.8% of sites 34 crawled sites with two or more pages that loaded
At least one page with no meta description 49.1% of sites 53 crawled sites
At least one link leading to a page that returns 404 18.9% of sites 53 crawled sites
Page built mostly with JavaScript 17.7% of pages 277 single-page audits, May to Oct 2026
At least one page with no title 13.2% of sites 53 crawled sites
A link that search engines may not be able to follow 8.3% of pages 278 single-page audits
A robots.txt file with errors, or one that failed to load 7.9% of sites 252 single-page audits, Jul to Oct 2026
Page blocked by noindex or by robots.txt 4.8% of pages 251 single-page audits, Jul to Oct 2026

These are all technical problems, but they don't all weigh the same. Missing canonical tags are at the top, but Google doesn't require a canonical tag, so a page without one isn't broken by itself. It matters when the same or very similar content is reachable at more than one URL, as you'll see in the canonical section.

Duplicate titles are something I had myself: when you write code, it's easy to miss things like that. That's why there are tools that check for these problems.

Let's go over each issue in the table to make sure they're all clear:

  • Missing canonical tag:
2026-11-03 19:00:29 · 具身智能,Google,Meta,Microsoft,扩散模型,营销广告,招聘HR,网络安全,榜单评测

Meet Rise: HackerNoon Company of the Week

Hacker Noon

Welcome to another HackerNoon Company of the Week feature. Every week, we highlight a standout company from our Tech Company Database that's making waves in the global tech ecosystem and the lives of its users. Our database features everything from S&P giants to rising stars in the Startup scene.

This week, we spotlight Rise (trade-rise), a trading app built from the ground up for a new generation of traders. It originates from INGOT Group and aims to get a trader from idea to open position in a few steps, with features like first-trade protection and one-tap multi-trade strategies.

Want to be featured on HackerNoon’s Company of the Week?

Join HackerNoon's Business Blogging Program!

Get to Know Rise

Most trading apps still make you do the same chores before every trade. You have to research a trend, hunt down the right assets, calculate position sizes, and place every single order one by one. Rise was built because that repetitive routine does not match how traders follow the markets.

Rise is a new trading app created by INGOT Group, an established global brokerage company with 20 years of experience. To celebrate its 20th anniversary, the company launched Rise in the Middle East, North Africa, and Latin America. To welcome new users, the app offered a safety net by refunding up to $100 if their very first trade lost money. It also gave users access to over 1,000 different financial assets to trade.

The app's newest feature is called Rise Moments, which lets you invest in a big market trend with just a single tap. It starts with a simple question about where the market is heading, instantly groups all the right investments connected to that idea, and lets you open them all at once. You just pick a trend, read the logic behind it, decide how much money you want to put in, and tweak the list of investments if you want to. Once you make the trade, you are fully in charge of managing it, and all the normal risks of investing still apply.

HackerNoon 🤝 Rise

Rise has been part of HackerNoon’s Business Blogging Program, publishing stories on how its products work and how traders can think about platforms and risk.

Read some of Rise’s highlights here:

How You and HackerNoon Can Partner Up to Expand Your Reach

HackerNoon’s Business Blogging Program is one of the many ways we help brands grow their reach and connect with the right audience. This program lets businesses publish content directly on HackerNoon to boost brand awareness and build SEO authority by tapping into ours.

Here’s what’s in it for you:

  • Full editorial support – we’ll help refine your story so it truly shines.
  • Multiple permanent placements – across HackerNoon, plus social media amplification.
  • Audio storytelling – your articles converted into audio format and distributed via RSS feeds.
  • Global reach – automatic translation into 12-76 languages.
  • SEO & domain authority boost – piggyback on HackerNoon’s trusted brand to strengthen your search rankings.

Meet HackerNoon’s Projects of the Week

Inauguration is a next-generation compiler that lets developers write in over 40 programming languages while using libraries from any supported ecosystem as if they were one. It compiles itself in under two seconds with a sub-10 MB binary. The idea is to make language choice an implementation detail rather than a wall between developers and the libraries they need.

TransactionLink automates KYB and KYC onboarding for compliance and risk teams at financial institutions, fintechs, and lenders. It orchestrates checks across multiple data providers in a single workflow, with a unified dashboard for investigating exceptions without switching tools. The team says this cuts verification costs by 60%, and it points to its work with Pliant as a case study.

FlowMind is an AI project manager that joins live voice meetings, transcribes them, and assigns tasks to the right team member based on their skill profile. It builds a knowledge graph of the team on Neo4j, so it improves with every meeting. It’s in early beta, aimed at remote-first engineering teams tired of status-update meetings and manual task delegation.

That’s all for this week.

Until next time, Hackers!

2026-11-03 16:30:24 · AI应用,搜索RAG,扩散模型,强化学习,营销广告,招聘HR,网络安全

AI chip smugglers exploit trade control loophole to bring banned HBM from South Korea into China

Tom's Hardware<p>Jowi Morales is a writer and journalist covering the tech beat since 2021. However, he’s been interested in technology far earlier than that. He started discovering desktop computers when his father brought home a Windows 95 PC, but his first real experience working under the hood of the PC was when the old computer’s hard drive was filled to the brim in the year 2000. He deleted the Windows folder to attempt to rectify the situation, which led to his dad buying a new desktop PC. Since then, he learned a lot more about computers, and he’s always been the go-to tech expert for his family and friends.</p><p>Jowi primarily uses a Windows workstation and an Android phone, but he also bought into the Apple ecosystem with the 6th-gen iPad, iPhone 14 Pro Max, and the M1 MacBook Air. Today, Jowi covers hardware and software from Redmond and Cupertino, while also looking at the tech industry in general.</p><p>Aside from covering technology, Jowi is an avid photographer and writes about automobiles, aviation, and tanks. You can find his bylines at <a href="https://www.makeuseof.com/author/jowi-morales/">MakeUseOf</a>, <a href="https://www.slashgear.com/author/jowimorales/">SlashGear</a>, and, of course, <a href="https://www.tomshardware.com/author/jowi-morales">Tom’s Hardware</a>.</p>
2026-11-03 12:04:32 · 营销广告,招聘HR,榜单评测

Engineer creates retro FPGA Game Boy console that can rip your cartridges to an SD card natively

Tom's Hardware<p>Jhet Borja is a writer with various knowledge in his arsenal. As a child, he lived above an electronics repair shop and visited every afternoon and observed how radios and TVs were assembled. In highschool he became his friends and family&#39;s PC builder, consultant, and tech support. Building a PC and playing Counter-Strike all night would be the itinerary for a sleepover. He&#39;s since learned all sorts of things on his own, from CAD and mechanical design, woodworking, classic calligraphy, photography, working on cars, leather craft, and getting an inkjet printer to work. Jhet has previously covered leather articles, but has since transitioned to tech and has written for MakeUseOf and XDA.</p>
2026-11-03 12:30:00 · 强化学习,营销广告

OpenAI introduces program to reduce AI data center energy demand during peak hours

Tom's Hardware<p>Jowi Morales is a writer and journalist covering the tech beat since 2021. However, he’s been interested in technology far earlier than that. He started discovering desktop computers when his father brought home a Windows 95 PC, but his first real experience working under the hood of the PC was when the old computer’s hard drive was filled to the brim in the year 2000. He deleted the Windows folder to attempt to rectify the situation, which led to his dad buying a new desktop PC. Since then, he learned a lot more about computers, and he’s always been the go-to tech expert for his family and friends.</p><p>Jowi primarily uses a Windows workstation and an Android phone, but he also bought into the Apple ecosystem with the 6th-gen iPad, iPhone 14 Pro Max, and the M1 MacBook Air. Today, Jowi covers hardware and software from Redmond and Cupertino, while also looking at the tech industry in general.</p><p>Aside from covering technology, Jowi is an avid photographer and writes about automobiles, aviation, and tanks. You can find his bylines at <a href="https://www.makeuseof.com/author/jowi-morales/">MakeUseOf</a>, <a href="https://www.slashgear.com/author/jowimorales/">SlashGear</a>, and, of course, <a href="https://www.tomshardware.com/author/jowi-morales">Tom’s Hardware</a>.</p>
2026-11-03 15:56:51 · OpenAI,营销广告,招聘HR,榜单评测

'A CV used to be a candidate's account of themselves. Increasingly, it's an AI's account of what a recruiter wants to read': Report finds most recruiters don't believe anyone is actually writing their CV anymore

TechRadar<p>Christian Cawley has extensive experience as a writer and editor in consumer electronics, IT and entertainment media. He has contributed to TechRadar since 2017 and has been published in Computer Weekly, Linux Format, ComputerActive, and other publications. </p><p>Beyond TechRadar, he heads up the team at smart home website Matter Alpha, and writes about retro gaming at Gaming Retro. </p><p>Formerly the editor responsible for Linux, Security, Programming, and DIY at MakeUseOf, Christian previously worked as a desktop and software support specialist in the public and private sectors.<br></p>
2026-11-03 18:25:00 · 扩散模型,强化学习,营销广告,招聘HR,榜单评测

Younger adults will consult AI before a financial advisor on money problems

TechRadar<p>Christian Cawley has extensive experience as a writer and editor in consumer electronics, IT and entertainment media. He has contributed to TechRadar since 2017 and has been published in Computer Weekly, Linux Format, ComputerActive, and other publications. </p><p>Beyond TechRadar, he heads up the team at smart home website Matter Alpha, and writes about retro gaming at Gaming Retro. </p><p>Formerly the editor responsible for Linux, Security, Programming, and DIY at MakeUseOf, Christian previously worked as a desktop and software support specialist in the public and private sectors.<br></p>
2026-11-03 22:05:00 · 扩散模型,强化学习,营销广告,招聘HR,榜单评测
AI 资讯

视壮科技在超过130万台安卓电视盒子里预装后门 谷歌宣布摧毁其C2服务器并切断认证合作

蓝点网#安全资讯 安卓电视盒子制造商深圳视壮科技 (Videostrong) 在 130 多万台设备里预装后门,向下游黑灰产出售访问权。最终这些电视盒子被用于安装住宅代理服务、流量转发、分发其他应用或恶意应用、实施广告欺诈等。谷歌高度确信视壮科技就是后门运营方,该公司为大量品牌提供代工生产。目前谷歌已经切断与该公司的合作,禁止视壮科技制造和销售经过认证的安卓设备。查看全文:https://ourl.co/127950
2026-11-03 07:00:16 · AI应用,政策监管,设计创意,工业制造,营销广告,合作
AI 资讯

[推广] [🎁附福利] 静态 ISP 和 动态住宅代理怎么选?适用行业介绍

V2EX

静态( ISP )住宅代理有哪些应用场景?

  1. 社交媒体营销
    在不同的账号之间切换,收集公开的社交媒体平台数据。

  2. 电子商务账户管理
    进入市场,将您的产品或服务带给新的受众。

  3. SEO 监控
    收集最新的搜索引擎数据,进行关键词研究,并跟踪排名。

  4. 价格和旅行信息聚合
    更快地从多个来源收集实时价格和可用性数据。

  5. 广告技术任务
    运行广告验证和效果分析任务,确保您的广告展示给正确的受众。

  6. 市场调研
    识别用户行为的变化,监测不同行业的价格和发展趋势,并从竞争对手那里收集准确的数据。

  7. 网络数据收集
    绕过反抓取措施和基于 IP 的限制,快速从各种目标收集数据。

  8. 品牌保护
    检测商标侵权行为,监控品牌提及情况,并保持您的品牌形象清晰无瑕。


动态住宅代理有哪些应用场景?

  1. 数据采集与市场情报 轮换真实住宅 IP ,分散请求来源,降低被封禁或触发验证码的风险;用于公开数据抓取、价格与库存监控、SEO 排名监测等。

  2. 跨境电商与社媒运营
    模拟目标地区普通用户访问,分散账号关联风险;用于多账号管理、本地化页面预览、店铺与内容展示效果核查。

  3. 广告验证与品牌保护
    从目标地区住宅 IP 访问,验证广告展示、落地页可用性和本地化内容;也可用于侵权监测、假冒行为排查和广告欺诈识别。

  4. 地域访问与隐私保护
    突破仅限特定国家或地区开放的内容与服务限制;隐藏真实网络出口,使访问行为更接近普通家庭用户。

  5. 票务与限量抢购
    在限量商品发售或票务抢购时,通过多 IP 分散访问,提升访问成功率并降低单一 IP 被限制的概率。

  6. 金融与受限数据收集
    采集受地域限制或对访问频率敏感的金融、股市等数据,通过轮换 IP 降低访问受限风险。


Zooproxy ——全球领先的高性能代理服务平台

聚合超 1 亿真实 IP 资源,覆盖 195 + 国家和地区。每日动态更新 IP 池,确保节点纯净度与匿名性,为数据采集、跨境业务提供稳定可靠的网络桥梁。

三大核心 IP 服务

  1. 动态住宅 IP:**$0.38 / GB**,不限 IP 数量
  2. 静态 ISP 独享 IP:**$0.9 / IP**,不限流量
  3. 端口无限套餐:**$0.38 / 端口 / 天**,无限流量,不限 IP

✅ 免费测试:提供全功能试用资源,零门槛体验核心服务 ✅ 超值定价:行业标杆级性价比,新老用户专享限时折扣,高流量套餐享额外优惠

🎁200MB 动态住宅 IP 兑换码
WJLH-EREK-LYRQ
HAFR-TVWP-US7R
3DSF-UPJU-7GM6
5V2D-E7U2-CBY4
EN4W-Z6L4-GXX9
AMDM-GCWL-PXER
HK4S-7R92-34YB
A2KA-TLUY-453L
FFJH-YV44-8AB8
8SKJ-V55J-5XAD

复制前往控制台 CDK 栏兑换,领不到的留言 👉https://zooproxy.com/?kwd=zsy-v2ex

2026-11-04 02:33:16 · AI应用,政策监管,搜索RAG,设计创意,金融,零售电商,营销广告,招聘HR,产品更新,版权诉讼,榜单评测
AI 资讯

[分享创造] 用 Astro + microfeed 搭了一个中英日三语技术博客,外加一档每日 AI 新闻播客,分享流程和踩坑

V2EX
  • 为什么做:想每天用中文、英文、日文同时看一份 AI / 开发者新闻摘要,再配一个通勤能听的音频版。

  • Surfing (surfing.salty.vip):Astro 站点,部署在 Cloudflare ,三语( zh/en/ja ),有 hreflang 和 RSS ;里面的「每日 AI 乱炖」是 AI 辅助生成、我审过再发的。

  • 咸话咸说(播客):microfeed (跑在 Cloudflare 上,已升到 1.0.13 ),每日更新;已上 Apple Podcasts 、Spotify 、小宇宙、YouTube 等。

  • 流程:选题 → AI 辅助起草 → 我审稿 → 配音 → 发布(用自己的 knowledge-kit 流水线)。

  • 踩坑:三语 sitemap 和 hreflang 、microfeed 的 SEO 限制、怎么标注 AI 辅助内容、Cloudflare Worker cron 的 CPU 超限。

  • 求反馈(内容质量、三语体验、播客音质),不求流量。

地址参看这里

2026-11-04 02:57:57 · 政策监管,语音音频,营销广告,招聘HR,模型发布,产品更新,开发者生态

罗技鼠标促销视频再引争议 小狗表情包让网友想起此前侮辱性广告

CnBeta

11月2日,罗技相关店铺的一则鼠标促销视频引发网友争议,话题“罗技跟用户干上了”登上微博热搜。部分网友认为,视频中使用的小狗表情包涉嫌讽刺消费者,让人联想到今年3月罗技账号发布的侮辱性广告。

阅读全文
· 设计创意,营销广告,招聘HR,模型发布
AI 资讯

硬核老爸改造电视防沉迷:开机广告换成初一语数英题 答对才能看

CnBeta

11月2日,近日,一位跑代驾的父亲因儿子独自在家沉迷电视,对家里的电视进行了一次“硬核魔改”,引发网友关注。

阅读全文
· 设计创意,营销广告,招聘HR

罗技再被指用“狗”侮辱用户 同款产品半年二犯

CnBeta

罗技又惹了众怒。近日,罗技G影音旗舰店官方账号发布的广告引发热议。广告中一只卡通狗,看到GPW4鼠标立减一百时一脸嫌弃说“没兴趣,谢谢”,看到券后六折3开头拿下时,狗立马两眼放光说“看人真准!”。

阅读全文
· 设计创意,营销广告,招聘HR,模型发布
继续滚动加载更多…