In the current virtual platform landscape, residential proxies are critically important to maintain smooth, stable, steady and unhindered Internet traffic, thanks to the increasing sophistication, hyper-targeting and strict controls on websites. Even as these platforms evolve, they no longer give the same treatment to all visitors. Rather, they scrutinise location, device type, browsing habits and […]

Explore a comparative analysis of OpenClaw and AutoGen, two open-source AI agent frameworks, to understand their features, capabilities, and use cases.

Explore a comparative analysis of OpenClaw and AutoGen, two open-source AI agent frameworks, to understand their features, capabilities, and use cases.

For a long while now, I have felt like I have my Docker hosts dialed in. I have used a wide range of operating systems over the years, including Ubuntu,… The post I Thought I Had the Best Docker OS in My Home Lab Until I Tried This appeared first on Virtualization Howto.

When it comes to Proxmox replication in the home lab or production for that matter, if you want to have replication you needed ZFS. That was just how the solution… The post I Thought ZFS Was Required for Proxmox Replication in My Home Lab but I Was Wrong appeared first on Virtualization Howto.

Learn to set up a local Kubernetes cluster using Kind with this comprehensive guide. Perfect for developers looking to emulate production environments locally.

The number of screenshots of Claude conversations is going up in my life and it’s beginning to have an impact on my general mood. Most of the time it’s well-intended; coworkers working through a problem with a chatbot before bothering me or someone exploring unconventional ideas before bringing it to a broader audience. Both of those situations seem considerate. A tool for thought, as it were. It’s probably good practice to do your own research before you rope in another person on a cognitive task. But a small thread in the reliability of these tools-for-thought begins to unwind due to the well-documented sycophantic nature of engagement-thirsty language models. One of my favorite studies is Anthropic’s own study (2023), when asked to review an argument with I wrote this [...], the LLM gav…

So at the first of the year when I built out my new Proxmox mini lab, I went all in on Ceph. Like most of us, I wanted to have… The post I’m Now Running Ceph and iSCSI in My Proxmox Home Lab. Here’s Why appeared first on Virtualization Howto.

Learn how to build a powerful RAG chatbot using LangChain and ChromaDB with this in-depth Python tutorial. Discover the intricacies of integrating sophisticated AI models with scalable vector databases to create a responsive and intelligent chatbot.

Learn how to effectively use function calling to build AI agents with OpenAI and Claude, ensuring scalable and efficient applications.

I’ve been running AI coding agents for a while now. Claude Code on my MacBook, pointed at a project directory, autonomously editing files, running tests, pushing commits. It’s genuinely useful — the kind of useful that makes you wonder how you shipped code without it. But a few months ago I started asking myself a […]

What You’ll Learn As enterprises adopt AI agents, not just standalone generative AI tools, the security problem shifts with them. Unlike traditional GenAI systems that primarily generate responses, AI agents can call tools, access internal data, and take actions across cloud and SaaS environments. This shift is giving rise to a new category: AI agent […]

What are the best external storage and data management solutions for Apple devices? Check out SSD and HDD recommendations and performance insights in this guide.

差生文具多，最近买了一个挺有意思的小设备，上海信测的 OTDR 云盒。 家里从运营商扩容箱里拉了一根光缆，也就不到 100m 吧，运营商测光是 11dBm，过光缆（入户侧）测光变成了 25dBm，光缆双端都是热熔的没啥问题啊，到底是哪里折了？ 于是这个赛博 OTDR 就来了，一个巴掌大的盒子，配合手机 App，不仅具备 OTDR 功能，还可以做光功率测试、打红光源、光万用表、损耗测试、光猫资源清查...

When it comes to keeping problems headed off in the home lab, it often comes down to the small things. Most problems are not random. They build up slowly and… The post My Daily Home Lab Checklist That Prevents Most Problems appeared first on Virtualization Howto.

When you make speed and “moving fast” the biggest priority on a project or in an organization, the first thing to breakdown is talking to each other. Talking takes time. Consensus is expensive and slow. In a pressurized environment there’s no time to schedule calls, get input from subject matter experts, or resolve key differences of opinion. ASAP makes a big assumption that all relevant parties are already in the room. Not everything needs to be a conversation. I’m a firm believer in “get the user something to see if there’s interest”. I’d agree that over-thinking a problem and under-thinking a problem both have pitfalls. But dozens of ways exist to get feedback from users on in-progress work without overcommitting to a particular design. By prioritizing speed over talking, cross-org coll…

If you have spent any time in the home lab space, you have probably heard of BorgBackup. It is one of those tools that has an almost legendary reputation among… The post I Tried borg-ui in My Home Lab and It Made Backups Way Easier appeared first on Virtualization Howto.

04月09日（周四）武汉暴雨，中午吃过午餐后在会议室和同事掰扯了几十分钟后回到办公室，座在沙发上准备给同事交代3个事项，第1条说了一半之后开始一阵晕眩（不是头疼）。还没给同事交代完第3项，就忍不住冲到楼梯间开始呕吐。 当日午餐瞬间全部吐完，至少吐了5-6次之后，实在是再吐不出来啥了，但只要进到办公室深处，就犯恶心… 看来是真的不想上班。 随后请假去了医院看急症，血压正常、血液正常、脑CT等一切正常，但还是持续的连续性晕眩。 医生给开了点防晕眩的药物后，回家休息~如果3天后还晕眩不止，再去耳鼻喉科看… 说是有耳石症的怀疑 次日居然还能保持平衡，以70km+的时速骑小牛上下班… 当然~ 今日已基本没在有晕眩的感觉了… 不知道是否是恢复了。 回忆事发过程 活了40年了从来没有这么的晕眩过… 这次算是体验到了，估计出海跑船一年几十万的活以后是干不了… 我也不相信自己会得什么耳石症… 听说恢复期很长，而且超级难受，还容易复发。 虽然次日至今都没再有晕眩的感觉，但自己认为大概率可能是颈椎相关疾病，这半年来倒头睡沙发的次数越来越多，虽然平躺在沙发上也是比较舒服的，但不排除有时候在沙发贵妃位上坐着睡着了，然后慢慢的竖着滑下，导致颈部受力特别严重，几次醒来后，扭头都受限。 – 关于 耳石症 – 希望不是自己 耳石症在医学上称为良性阵发性位置性眩晕（BPPV），是最常见的眩晕病因。它本质上不是“耳结石”或耳朵里有石头，而是内耳中负责人体平衡的微小碳酸钙结晶（耳石）脱落，掉入了敏感的半规管中。 当自己转头、翻身或抬头时，这些脱落的耳石会像玻璃珠一样滚动，刺激平衡神经，从而引发剧烈的短暂眩晕。 不知道后续会怎么样~ 但在这次莫名其妙的晕眩+呕吐之前，保命要紧，早已下单 乐至宝单人沙发… 武汉乐至宝45天-60天的送货周期，有点要命！！！

源码揭示 Claude Code 的 6 层渐进式压缩架构，从工具截断、大结果落盘、并行预算、微压缩到全量摘要，解读它如何在 200K 上下文窗口中持续工作而不会"爆掉"  ( 4 min )

Dealing with third-party risk is no longer confined to annual reviews, vendor questionnaires, and procurement checklists. Most organizations now depend on a wider, ever-evolving network of SaaS providers, microservices (AI-powered and otherwise), cloud platforms, contractors, APIs, managed service providers, and partner-connected systems. Each relationship can add new internet-facing assets, inherited dependencies, and indirect paths […]

自从忙起来后，更新速度直线下降，希望能在五一前，把库存都清空了。 调休后我于2月15日就回到了镇上，父亲来接我，先带去我拜神的地方换一把锁，功德箱这里不久前被人砸开了，这几年都很流行修缮，以前就是在树木后面，没有明显的特点，现在砍掉空地，铺上上水泥，干净...

上一篇我分享了「一周换三个育儿嫂」的混乱经历，而这段经历的结局，是第三个育儿嫂也于3月29日悻然离场。

AI 时代的本科 CS 教育随想¶ 背景¶ 前几天参加了系里的关于 AI 时代的 CS 教育的研究生论坛，在论坛上我分享了一些小的思考，也在论坛上得到了许多不同的想法，于是把一些想法记录下来，过一段时间再回来看看，到底 CS 教育应该怎么办。 叠甲¶ 本文仅代表本人观点，不代表本系或本校的观点，请勿扩大解读！请不要让我上 AI 三大顶会（机、量、新），谢谢！但欢迎大家参与到这个讨论当中，因为目前谁也不知道未来应该怎么做。 现状¶ 为了让读者了解背景，首先要知道前 AI 时代的 CS 教育大概是怎样的：本科的时候先上编程课，教大家各种编程语言，然后逐渐深入到各个领域，课上讲授知识点，课下通过工程训练来夯实，由于计算机是工科，这里面通过不断的工程实践来获取经验，是很重要的一个部分。这一部分学习过程很辛苦，但是确实很有效果，可以说几乎每一位系友都是这么锻炼过来的。 下面这一段，如果你还在读本科，请不要点开，点开了也请忘掉，按照老师的要求去做： 但是，现在 AI 时代来临，很多事情都发生了变化。首先，AI 编程能力很强，大一同学辛辛苦苦学完一年，然后发现自己写的代码还不如 AI 写得好写得快，内心的挫败感和对这种古法编程的学习方法的质疑是无与伦比的。这对课程的教学产生了很大的冲击，因为人很难克制自己的懒惰，面对巨大的诱惑，其实很难静下心去学习这些已经由 AI 掌握的基础课程。论坛上有同学做了个比喻，计算器被发明了以后，人类没有失去心算的能力，因为你为了去用好计算器，还是要知道这些基础知识，从小学起，然后到某一个年级告诉你可以用计算器，然后各种考试还可以出计算器没法解决的题目。但是，AI 的能力边界太大了，它能解决从简单到困难的各种问题，只是有一定的概率解决出来是错的。其次，即使是前几年我们还会觉得，专业核心课的大作业还很难由 AI 完成，似乎还能通过大作业的难度…  ( 1 min )

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I have written a lot about Docker in the home lab as well as Kubernetes. Both are awesome tools and arguably the enterprise standard. Docker is simple and VERY widely… The post I Built a Podman Server in My Home Lab This Weekend and This Surprised Me appeared first on Virtualization Howto.

Many organizations are looking at moving from VMware over to a different hypervisor. For many, they have settled on Proxmox as their target. However, if you have been running with… The post I Almost Gave Up on Proxmox iSCSI Storage in My Home Lab Then This Worked appeared first on Virtualization Howto.

本周，谷歌官方推出了一款苹果手机 App，为手机提供离线使用的 Gemma 4 模型。不需要上网，手机也能使用大模型了。 <im

Artificial Intelligence, or AI, has become a popular tool for creating presentations. People prefer it because it saves time and makes the process easier. AI can help you brainstorm ideas, create slides, suggest images, and even write your script. When using an AI presentation generator, you do not have to start from scratch. Instead, you […]

All of us use Docker compose extensively in our home labs to run containers and self-host services. I love it. It is THE way to deploy your containers when you… The post I Added This to My Docker Compose and It Changed Everything appeared first on Virtualization Howto.  ( 41 min )

记录下一次欧拉容器内sudo无法使用的排查过程。

If you work in DevOps, cloud‑native, or open‑source infrastructure, drones might seem far from your day‑to‑day Kubernetes clusters and CI pipelines. But in 2026, modern drones look a lot like distributed systems with rotors: they run open‑source stacks, talk to ROS 2, stream telemetry to the cloud, and depend on the same observability, security, and […]

结论联机优势，跑大尺寸模型，对单个请求延迟有高要求。否则单机部署更灵活。测试项单机双机实际提升并发 3 路10.63 tok/s15.07 tok/s+42%长文本3.76 tok/s6.10 ...

Contribute to farzaa/clicky development by creating an account on GitHub.  ( 12 min )

Outside of Proxmox or your hypervisor of choice, in the modern 2026 home lab, the operating systems you choose matter more than just about anything else. The OS’s you run… The post 5 Operating Systems I Wouldn’t Run My Home Lab Without in 2026 appeared first on Virtualization Howto.  ( 40 min )

Library for describing the state of a Git checkout. - sebastianbergmann/git-state  ( 5 min )

AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, OpenClaw, Factory Droid, Trae). Turn any folder of code, docs, papers, or images into a queryable knowledge graph - safi...  ( 24 min )

Contribute to glanceway/glanceway-sources development by creating an account on GitHub.  ( 10 min )

深入分析 Claude Code 的 Agent Loop 设计原理，从架构、提示词、工具设计和容错系统四个层面解读它如何实现持续工作的能力  ( 2 min )

We rolled out adaptive light-dark() support on our design system themes and it’s been a delightful upgrade. Creating light and dark variable sets isn’t difficult, but delivery has trade-offs. Most apps that do this probably ship both sets of token values in a single stylesheet. That’s fine until you have multiple kilobytes of duplicate definitions. To get around the performance problems we built two separate stylesheets –which is also not great– but my coworker Zacky found a good trick with to make it tolerable. Ultimately, we wanted to offer a single stylesheet for our human (and agent) friends to control theming. Having light-dark() makes it trivial to support dual color modes in a single stylesheet and doesn’t add too much weight (0.5kb gzip for ~500 variables). It also …

I have been running Ceph in my Proxmox powered home lab now since the beginning of this year and it is an amazing storage solution. It provides the backend storage… The post 10 Ceph Commands I Use in My Proxmox Home Lab appeared first on Virtualization Howto.  ( 41 min )

A native macOS app for managing scheduled tasks. Built with SwiftUI + SwiftData. Menu bar resident, cron expressions, script execution, and more. - lifedever/TaskTick  ( 8 min )

macOS native ambient voice input & meeting transcription — Apple SpeechAnalyzer + Vision OCR + FluidAudio speaker diarization, fully on-device. - Marvinngg/ambient-voice  ( 9 min )

跨平台M3U8下载器，支持多线程下载、断点续传、边下边播、AES解密、浏览器自动识别地址. Contribute to Liubsyy/M3U8Quicker development by creating an account on GitHub.  ( 11 min )

最近OpenClaw很火，想必大家都想部署一个自己的小龙虾，但OpenClaw部署复杂，资源占用高。不过现在这些都不是问题，网上已经有很多OpenClaw开源替代品（如果您不确定哪个小龙虾适合您，可以访问我们的龙虾对比网站：ClawPulse），比如今天要介绍的PicoClaw，目前xiaoz已经使  ( 1 min )

As traders of bitcoin and other cryptocurrencies know very well, cyber attacks and social engineering scams run rampant in this space. That’s why new and experienced crypto users alike often wonder about the best solutions for storing digital assets securely. While cloud-hosted “hot wallets” offer convenience and instant access, they also introduce exposure to online […]

清明节烧的不单单是纸，焚烧炉里的火光大多是跳动的思念，是在世人的亏欠，更是未报的恩情……更是是那句"子欲孝而亲不待“的终生遗憾。 子欲孝而亲不待 这句话出自《孔子家语·卷二·致思第八》，是孔子在路途中听到一位名叫皋鱼的老人哭诉时发出的感慨。皋鱼说，他一生有“三失”：少时游学，未能奉养父母（一失）；志向高远，未能为君尽忠（二失）；与朋友交情深厚，却忽略了家中至亲（三失）。当他醒悟过来时，父母已经去世，无法再尽孝。于是他说： “树欲静而风不止，子欲养而亲不待。” 这短短十四个字，讲透了人生的两大无奈： 客观的无奈：就像树想静止，风却不停吹——世事不随人愿。你想尽孝时，父母可能已经不在，或者你正被生活、工作、家庭所困，无法抽身。 主观的遗憾：时间不可逆，生命不可追。父母衰老的速度，往往快过我们成功的速度。当我们终于有了能力、有了时间，回头却发现，他们早已等不到那一天。 清明节的所有习俗中，无论是烧纸、扫墓、献花，还是和家人聚在一起吃饭、回忆。其本质上都是在处理 “子欲养而亲不待” 这份未完成的爱与愧疚。 清明时节雨纷纷 清明前后，中国南方暖湿气流活跃，而北方冷空气仍有余力，两者交汇常带来连绵细雨，即“纷纷”的春雨。这符合中国长江流域的气候特征。我们都以为是自然界的气候规律，但在老一辈人们的心里，那不是雨，是相隔两地的思念之泪。 有人感性地说那是亲人虽远去，却想借着雨丝摸摸亲人的脸，也有人说那是上天在为每一个来不及说出口的道歉而哭泣。清明时节的雨更像是一种洗礼，洗去了人们满身的尘嚣与浮躁，让我们在泥泞的小路上不得不放慢脚步。它用行动告诉我们慢一点，再慢一点，去看看那些曾经爱过你，如今却躺在土里的那些人。 漫天的细雨是天地间最盛大的告白，它提醒世上的生者，有些爱从未消失，有些遗憾只能借着雨声，在那座小土丘前静默的诉说着… “子欲养而亲不待”是清明的内核——因为失去，所以祭奠。 “清明时节雨纷纷”是清明的氛围——因为祭奠，所以愁绪如雨。 经常上坟的人更懂得敬畏 每年坚持回乡祭祖的人，无论在外面受了多少委屈，只要跪在那座墓碑前，清理掉周围顽固的枯草，描红那斑驳的碑文，他的心就会瞬间沉静下来，因为他知道这土里埋着他的来处。经常上坟的人更懂得敬畏，看着那一座矮矮的坟头，他就会明白，无论活着的时候是达官显贵还是普通百姓，最终的归宿都是这方寸之地。 有了这份敬畏，人就不容易狂妄，不容易在欲望中迷失。 不上坟的人，甚至忘记先辈的人，随着时间的推移，对祖辈的记忆会越来越模糊，人一旦断了根，就像断了线的风筝，随波逐流，哪怕飞得再高，心也是空的。 经常上坟的人和不上坟的人气场是不一样的 烧那点纸，逝去的人真能收到吗？ 烧纸的意义不在于寄钱，而在于一次灵魂的对话。成年人的世界里有太多的委屈和苦衷无法对枕边人说，唯独在那座孤坟前，我们可以卸下所有的伪装，你一边拨弄着火堆，一边絮絮叨叨…………那一刻升腾的烟雾就像是连接思念与过往的纽带。烧掉的是纸，是冥币，排解的却是心中积压已久的亏欠。 亏欠他们一顿好饭，亏欠他们一件新衣，亏欠他们还没见到的孙辈，这种亏欠感是一个人良知的底色。相信一个懂得对逝者心存亏欠的人，在现实生活中常常会更懂得去感恩，更懂去得珍惜眼前的亲情。 死亡并不是生命的终点，被遗忘才是 在这种仪式感中长大的孩子会明白死亡并不是生命的终点，被遗忘才是，孩子们会懂得长幼有序，会明白生命的接力，会更早的理解责任两个字的分量。这种对先辈的尊重会潜移默化地转变为对长辈们的孝顺，因为孩子亲眼看到了父母是如何祭奠祖辈的，这就是最好的言传身教。 人生没有如果，只有后果和结果 每一个站在坟前泣不成声的人，心里大概都藏着一个如果，如果那天我回家吃那顿饭就好了。如果那天我不跟他顶嘴就好了。如果我能早点带他去体检就好了。 我们借着清明节的名义去那个安静的地方坐一坐，在那满山的青翠里去抚平那些刻骨铭心的遗憾，这种遗憾也会提醒我们，既然已经错过了那座坟里的人，就千万别再错过还在堂前坐着的人。 我们是他们生命的延续 如果你有时间，请一定回去走走，去那座荒芜的坟头坐坐，哪怕就只是拔一颗坟头草，添一锹土……请不要觉得清明节上坟烧纸是封建迷信，终究是自己灵魂的归宿而已。 珍惜当下，善待每一个还在身边的亲人 近几年离世的人, 奶奶 \ 大伯 \ 岳父 \ 小叔

This weekend I went down an absolute rabbit hole that I think most home labbers eventually hit when they start getting more and more into Kubernetes and that is backups.… The post I Thought My Kubernetes Backups Worked in My Home Lab but I Was Wrong appeared first on Virtualization Howto.

How to Use AI Effectively: A Practical Guide AI is everywhere but wielding it effectively is a skill most people are still learning. Here’s how to go from AI-curious to AI-confident without losing your judgment, your privacy, or your edge. The question used to be: should I use AI? In 2026, that question is largely […]

各厂家 Coding Plan 实际价值对比. Contribute to mahonzhan/awesome-coding-plan development by creating an account on GitHub.  ( 7 min )

为OpenAI Codex打造的桌面伴侣。. Contribute to borawong/AiMaMi development by creating an account on GitHub.  ( 7 min )

一个使用原生Android开发的哔哩哔哩安卓客户端，支持触摸、遥控，以及安卓5. Contribute to cat3399/blbl development by creating an account on GitHub.  ( 6 min )

Android Automation Tool Based on Vision-Language Models - Turbo1123/roubao  ( 27 min )

Modifier+drag to move any window smoothly on macOS, exactly like native speed - XueshiQiao/AnyDrag  ( 7 min )

Browse Mastodon, Bluesky, X, Misskey, Nostr and RSS all in one app. One timeline, all your accounts, cross-post everywhere. - DimensionDev/Flare  ( 10 min )

基于Apple VisionKit 的 macOS 抠图. Contribute to 94xy/xykt development by creating an account on GitHub.  ( 10 min )

A parser for Laravel Blade templates written in Rust. - ryangjchandler/blade-parser.rs  ( 6 min )

It’s a secret to everyone! This post is for RSS subscribers only. Read more about RSS Club. I’ve heard the term “Ozempic face” for awhile. People have opinions about that one, but I tend to feel like we should be comfortable with bodies changing. There’s also “Ozempic butt” and there’s even “Ozempic penis”. I’ll let you search those up on your own but they’re also related to physical changes from losing weight. I started Wegovy, a GLP-1 like Ozempic, in December and the weight line is trending down down. That’s a good place to be and while I’m not experiencing any of the above symptoms, there has been one noticeable change. One thing I wasn’t prepared for was a change to my dreaming and sure enough “Ozempic dreams” are a thing (at least on Reddit). Since starting GLP-1 my dreams have been much more vivid. Colors are more colorful. Weirdness more weird. People more real. Dialogue more rich. Storylines are more complex and multi-layered, not linear. If I wake up in the middle of the night I can seamlessly resume at the previous checkpoint. They nearly fall under the category of “lucid dreams” where you know you’re dreaming and can control them. It’s not every night, but when it happens I sleep harder and wake up more rested. Like most dreams I don’t remember the details after waking up, but I do remember the sensation of “Wow, this is a wild and complex dream.” I’m curious what’s causing it: change in diet, calorie deficiency, blood sugar, or (as some claim) a hormone in the GLP-1? I don’t know and realize my experience is entirely anecdotal hearsay, but what a weird yet welcome side effect. Is this what dreams are like for people with better peptides?

I’ve watched a billion hours of YouTube and I’ve noticed a common trend: Whether that’s a drawing, a video game, a song, a cake, or a whole-ass off-grid house; I’ve learned that it’s fun to watch people make something. Since the beginning of humanity, the act of slapping two rocks together to make an arrowhead or a fire will draw a crowd. I feel like mankind has an innate curiosity to pause and say “Oooh, whatcha making?” We like it when others make. This might not even be unique to humans, have you ever seen a bowerbird nest? Incredible. The Maker Movement harnessed that creative attention energy and built an entire subculture around it. I’ve been watching the same guy make a musical marble machine for ten years. Practical effects artists Adam Savage and Jamie Hyneman built their entire T…

One of the assumptions that I think many make when moving to Kubernetes is that when you migrate, it is “all or nothing” from Docker. I probably thought that too… The post I Still Run These Docker Containers Every Day in 2026 (After Moving to Kubernetes) appeared first on Virtualization Howto.

Securely synchronize files with your devices on iOS using Syncthing - pixelspark/sushitrain  ( 22 min )

Token-Share: A native macOS menu bar LLM API gateway — translate and stream between OpenAI Chat Completions, OpenAI Responses, and Anthropic Messages protocols locally. - leemysw/token-share  ( 5 min )

Contribute to tforschbach/CodexRemote development by creating an account on GitHub.  ( 16 min )

Laravel HTTP Request to Curl Command. Contribute to jigar-dhulla/laravel-http-to-curl development by creating an account on GitHub.  ( 10 min )

Discover essential tips for maximizing Claude Code, the AI-driven coding assistant that enhances multi-file editing, git operations, and custom tool integration.

It has taken me quite a long time to get my home lab where it is today. You struggle, you learn, you struggle, and then you learn more. This is… The post I Replaced Docker with Kubernetes in My Home Lab and It Wasn’t What I Expected appeared first on Virtualization Howto.  ( 40 min )

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Explore the installation and basic agent creation with OpenClaw, the open-source AI framework designed to simplify AI agent development.  ( 30 min )

市面上多数跨平台 AI 客户端基于 Electron 开发，虽成熟但性能平平、资源占用高。最近xiaoz发现一款新的开源跨平台 AI 对话客户端 AQBot，采用 Rust + Tauri 构建，不仅资源占用极低，界面也十分友好。Github开源地址：https://github.com/AQBot  ( 1 min )

Lately, I have started to introduce more tooling into the home lab that utilizes S3 storage. I have already had some of this in the home lab. When I stood… The post I Built My Own S3 Storage in My Home Lab (And It Actually Works) appeared first on Virtualization Howto.

Build and preview Laravel applications without leaving your browser - aschmelyun/liminal  ( 8 min )

熊猫视频自动化引擎: 用程序员的方式帮你自动化视频创作与发布. Contribute to szhshp/panda-video-generator development by creating an account on GitHub.  ( 20 min )

After struggling as a DevOps engineer with pipelines, orchestration, and scaling, I came across a simpler way to build data systems with clickhouse. Understanding the ClickHouse Learning Curve In my new role as DevOps Engineer at startup, after a month, my manager called me into a quick sync and said, “We need to set up […]

Learn how to build a full-stack application using Claude Code. This step-by-step tutorial guides you through installation, setup, and leveraging advanced coding capabilities.

Learn how to build an AI agent capable of web searching and summarization by utilizing Python, NLP libraries, and Docker for scalable solutions.

Have you ever had those frustrating moments when running a home lab and you know that everything looks like it is “technically” working, but things just “feel” slow? It is… The post Why Your Home Lab Feels Slow (And What I Found) appeared first on Virtualization Howto.

Use Codex from Claude Code to review code or delegate tasks. - openai/codex-plugin-cc  ( 22 min )

Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source. - osaurus-ai/osaurus  ( 24 min )

Scraping, market research, and geo-testing are frequently used in the Netherlands due to the many European platforms that serve Dutch users with their own pricing, content, and access policies. You need a configuration that will give you an actual Dutch view without frequent blocks if your work requires what people actually see in the Netherlands, […]

If you seem to remember that I wrote about a similar topic, you are correct! I had previously written about a particular tool in the cv4pve toolkit that reminded me… The post Proxmox Finally Has a Real RVTools-Style Report (This Is What Was Missing) appeared first on Virtualization Howto.

PAO is agent-optimized output for PHP testing tools. - nunomaduro/pao  ( 8 min )

Siri Shortcuts Programming Language 🍒. Contribute to electrikmilk/cherri development by creating an account on GitHub.  ( 11 min )

项目概述 Everything Claude Code (ECC) 是一个全面的 AI 智能体性能优化系统,专为 Claude Code、Cursor、OpenCode 等 AI 开发工具设计。该项目经过 10 个月以上的生产环境实战验证,提供了完整的工作流程、智能代理、技能库和自动化钩子。 核心价值 降低 Token […]  ( 10 min )

如果您关注下载工具，一定听过经典的 Motrix，虽然Motrix在2023年后已经停更，但网友最近推出的精神续作「Motrix Next」已完美接力——它不仅更加轻量，安装包仅约 20MB，内存占用也显著降低。Motrix Next官网：https://motrix-next.pages.dev/

There comes a point where when you use the right tools and architect things the right way, your home lab can absolutely start feeling like an enterprise-grade environment. When this… The post 10 Home Lab Tools That Made My Setup Feel Like a Real Datacenter appeared first on Virtualization Howto.

An open-source remake of the short-lived jetbrains git client - DetachHead/rebased  ( 17 min )

IDE for the Cherri Shortcuts programming language. Contribute to electrikmilk/cherri-macos-app development by creating an account on GitHub.  ( 8 min )

企业微信开放平台命令行工具 — 让人类和 AI Agent 都能在终端中操作企业微信. Contribute to WecomTeam/wecom-cli development by creating an account on GitHub.  ( 5 min )

最近xiaoz在V站发现一款开源免费的SSH客户端：Netcatty。使用了一段时间，个人觉得很不错，现在推荐给大家。它不仅拥有现代化的界面、灵活的分屏工作和内置 SFTP 文件管理，还集成了 AI Agent。只需自然语言对话，它就能帮你执行命令、诊断服务。告别死记硬背，让运维变得像聊天一样简单优

You want to modernize your agricultural processes? Learn about the 7 best software development companies that can offer you advanced AI and IoT farming solutions.

Learn when to rely on human expertise and when to scale with automation using advanced data annotation tools built for AI teams.

The official Lark/Feishu CLI tool, maintained by the larksuite team — built for humans and AI Agents. Covers core business domains including Messenger, Docs, Base, Sheets, Calendar, Mail, Tasks, Me...  ( 22 min )

Storage is one of the absolutely critical aspects of any home lab and computing environment in general. And, unfortunately, storage issues can creep in without even having any signs of… The post Your Drives Might Be Failing. Check These Free Tools appeared first on Virtualization Howto.

Ghostty-based macOS terminal with vertical tabs and notifications for AI coding agents - manaflow-ai/cmux  ( 22 min )

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PasteMemo - Smart clipboard manager for macOS. Contribute to lifedever/PasteMemo development by creating an account on GitHub.  ( 13 min )

A beautiful SSH task runner. Contribute to spatie/scotty development by creating an account on GitHub.  ( 8 min )

我使用的数据库是mysql5.7版本，typecho创建后可以通过以下sql语句执行达到提高查询效果，执行前需快照或者备份数据库以防重要数据丢失！还有nginx与php都可以继续优化，目前我的站点除了CDN字体加载有延迟完，几乎秒开。 1、内容表添加复合...

I get it. Man things are expensive these days. At least currently, the days of simple “and cheap” upgrades like adding RAM or upgrading a hard drive are over for… The post 7 Home Lab Upgrades Under $100 That Actually Made a Huge Difference appeared first on Virtualization Howto.

开源微信 Bot 管理平台 + App 应用市场 | Self-hosted WeChat Bot Platform with App Marketplace | Lark · Slack · Discord · DingTalk · GitHub · Notion · 20+ Apps | AI Tools | 7 Language SDKs - openilink/openilink-hub  ( 24 min )

Terminal games built with the Symfony TUI component - GromNaN/symfony-tui-games  ( 6 min )

Daily GitHub Trending radar with Chinese recommendations and SMTP delivery. - Hazel-Lin/github-trending-radar  ( 30 min )

🔎 Artisan Browse provides an interactive terminal UI for discovering, searching, and executing all Laravel Artisan commands. - joshembling/artisan-browse  ( 11 min )

FireRed-OpenStoryline is an AI video editing agent that transforms manual editing into intention-driven directing through natural language interaction, LLM-powered planning, and precise tool orches...  ( 29 min )

微信已开放龙虾接口 微信官方本周发布了龙虾接口，意味着我们可以通过微信来操控龙虾了。 很多

上一篇文章介绍了高可用 LLM 网关 Bifrost 的安装与基本使用，还未部署的朋友可参考《从零搭建高可用 LLM 网关：Bifrost 部署与上手指南》。若要构建稳定可靠的 LLM 网关，Bifrost 的路由规则至关重要。借助其强大且灵活的配置，您可以轻松实现模型的负载均衡与故障转移。Bifr

For a LONG time, my home lab has looked like what I imagine most other people’s labs look like. I had a mix of Docker Compose files and a few… The post I Stopped Deploying Containers Manually. This Changed My Home Lab appeared first on Virtualization Howto.

A robust, configuration-driven ETL and data import framework for Laravel. Handles CSV/Excel streaming, queues, validation, and relationships. - zappzerapp/laravel-ingest  ( 14 min )

Fast PHP language server with deep type intelligence. Generics, Laravel, PHPStan annotations. Ready in an instant. - AJenbo/phpantom_lsp  ( 10 min )

⚡️ A Laravel package to prevent circuit breaker. Contribute to algoyounes/circuit-breaker development by creating an account on GitHub.  ( 9 min )

macOS application designed to visually compare folders and files - visualdiffer/visualdiffer  ( 8 min )

macOS application designed to visually compare folders and files - visualdiffer/visualdiffer  ( 8 min )

tiny AI companions that live on your macOS dock. Contribute to ryanstephen/lil-agents development by creating an account on GitHub.  ( 6 min )

做 AI 应用，最头疼的就是对接各家五花八门的 API，还要操心谁挂了、谁慢了。Bifrost 就是为了解决这个麻烦而生的——一个用 Go 写的超轻量开源网关。它能把 OpenAI、Claude、Gemini 等所有模型统一成一个标准接口给你用，不仅速度快，还自带自动故障转移和负载均衡。Bifros

SDRAM 在不同访存模式下的带宽分析与实验¶ 背景¶ 最近在和 @CircuitCoder 交流 SDRAM（通常简写为 DRAM，或更进一步简写为 DDR）的各种性能指标，于是想到利用现有的 DRAMSim3 和 Ramulator2 做一些模拟测试，看看各种访存模式下可以实现峰值带宽的多少比例，再结合时序验证理论与模拟结果是否吻合。实验相关代码已开源至 jiegec/dram-bench。 SDRAM 背景¶ 首先简单回顾 SDRAM 的背景，我的知识库中有更详细的介绍，这里仅提炼几个便于理解后续内容的要点，完整的 SDRAM 介绍请移步知识库： SDRAM 由多级层次组成： Channel：对应内存控制器的通道数量，通常每个 Channel 对应 64 位的数据总线 Rank：每个 Channel 内可能有多个 Rank，这些 Rank 共享总线 Bank Group：在 DDR4 引入，每个 Rank 有多个 Bank Group Bank：每个 Bank Group 有多个 Bank Row：每个 Bank 内部同时只有一个 Row 被激活 Column：激活的 Row 内，每个 Column 对应保存数据的 Cell 如何读写 SDRAM 中的数据： 首先根据数据的地址找到对应的 Channel/Rank/Bank Group/Bank/Row/Column，如： Row 地址等于地址的 [33:18] 位，共 65536 个 Row Rank 地址等于地址的 [17:17] 位，共 2 个 Rank Bank 地址等于地址的 [16:15] 位，每个 Bank Group 内有 4 个 Bank Bank Group 地址等于地址的 [14:13] 位，共 4 个 Bank Group Column 地址等于…

A lot of companies talk about “building an AI app” as if that were one decision. It is not. The real work is choosing one business problem, one user flow, one delivery model, and one release plan that your team can support after launch. In 2026, most production AI apps are no longer just chat […]

Have you ever looked at your monthly bills and asked yourself how people manage different payments while still planning their finances properly? Many people reach a point where they want a simpler way to organize their financial commitments. Learning about options such as debt consolidation can help people understand how payments can be structured in […]

If you have spent any amount of time working with Proxmox, you are probably super familiar with the web interface. The default web interface is clean and gives you good… The post Manage Proxmox Like Kubernetes? This CLI Tool Makes It Possible appeared first on Virtualization Howto.

Feature-packed native macOS screenshot tool: annotate, auto-redact PII, record GIFs, OCR + translate, scroll capture, beautify, and more. No Electron, no subscription. - sw33tLie/macshot  ( 15 min )

Aria2App is an advanced download manager based on aria2 that can handle remote servers too. - devgianlu/Aria2App  ( 3 min )

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If you have spent any time at all in building out your home lab, one of the first things you try to decide how to do is remotely access your… The post I Changed How I Access My Home Lab and This Fixed Everything appeared first on Virtualization Howto.

When Communication Breaks, Everything Else Follows Picture this for a moment. A severe storm hits a region without warning. Power lines are down. Roads are blocked. Teams are trying to coordinate rescue efforts, but phones aren’t connecting and internet access is unreliable. Suddenly, something simple becomes incredibly complicated. Communication. In moments like these, every second […]

GitNexus: The Zero-Server Code Intelligence Engine - GitNexus is a client-side knowledge graph creator that runs entirely in your browser. Drop in a GitHub repo or ZIP file, and get an intera...  ( 38 min )

2026年3月21日，星期六中午2点17分抵达，一直到闭馆还没有游览完成，三点时有公益的讲解，讲解得很详细，已到闭馆时间都还没有讲解完成，试图用短暂的时间去理解历时21年完成的盛世修典，是绝对不可能的。 展览是全称是：盛世修典 “中国历代绘画大系”成果展...

If you have been running containers in your home lab or small production environment, there is a good chance you have tried or are currently using Docker Swarm. Swarm has… The post Is Docker Swarm Still Safe in 2026? appeared first on Virtualization Howto.

CLI tool for inspecting and managing services listening on localhost ports - raskrebs/sonar  ( 18 min )

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Fast, scriptable CLI for the App Store Connect API. Automate TestFlight, builds, submissions, signing, analytics, screenshots, subscriptions, and more. JSON-first, no interactive prompts - rudrankr...  ( 26 min )

A one-stop video subtitle translation tool. Contribute to cddqssc/Caption-Trans development by creating an account on GitHub.  ( 5 min )

找育儿嫂的经历本周因更换育儿嫂，生活陷入了一场精疲力竭的「拉锯战」。周一上午，月子中心的月嫂正式下户，我们通过中介找了一位育儿嫂接手工作，并特意安排育儿嫂提前一天到岗交接。然而育儿嫂的带娃能力让...

Contribute to tiajinsha/JKVideo development by creating an account on GitHub.  ( 11 min )

🔮 A bot to automatically update and merge GitHub PRs - chdsbd/kodiak  ( 7 min )

🎃 A fast, out-of-the-box terminal built for AI coding. - tw93/Kaku  ( 12 min )

1000UserGuide：对独立开发者和创业者来说，找到前1000个早期用户太关键了。这里精心整理了300多个国内外渠道，适合独立开发者和创业者推广产品的渠道。 - naxiaoduo/1000UserGuide  ( 15 min )

eSIM technology is revolutionizing mobile connectivity in Canada. It offers an efficient and flexible way to manage mobile services. With eSIM, Canadians enjoy greater convenience and enhanced security. This innovative technology is transforming the way mobile communication is experienced across the country. As adoption of eSIM for Canada grows, mobile communication becomes increasingly seamless and […]

Explore the nuanced differences between OpenClaw, LangChain, and CrewAI to choose the best AI agent framework for your needs. This in-depth guide navigates key considerations and practical insights.

Three frameworks, three philosophies, one burning question — which one actually belongs on your machine?

Explore the transformative role of AI Agents in everyday life and various industries. Discover their architecture, applications, and the basic setup of an AI project.

One of the best projects that you can build in the home lab in my opinion for learning and just overall fun is a Proxmox cluster (or any other hypervisor… The post 5 Mistakes I Made Building My Proxmox Cluster (So You Don’t Have To) appeared first on Virtualization Howto.

2023 年写过了一篇《ChatGPT对电商平台的影响》，我在其中提到：但如果ChatGPT 能进化为全能的私人助理，并能使用工具解决问题，那么它可能成为用户和电商平台之间的代理人。届时，Cha...

Native macOS App Store Connect tool with MCP. Submit iOS apps to App Store with AI agents - blitzdotdev/blitz-mac  ( 18 min )

The Gell-Mann Amnesia Effect of AI is a pretty well documented phenomenon: The Gell-Mann amnesia effect is a cognitive bias describing the tendency of individuals to critically assess media reports in a domain they are knowledgeable about, yet continue to trust reporting in other areas despite recognizing similar potential inaccuracies. Summarizing, AI sounds like a incredible genius synthesizing the world’s knowledge right up until you ask it about the thing you know about, then it’s an idiot. Even knowing about this phenomenon and having experienced it countless times, LLMs have an intoxicating quality to them. If there’s one thing LLMs do well, it’s delivering an enormous blast of dopamine if they do a good job on the first try. That “if” does a lot of heavy lifting, but when it happens…

For a lot of us, the weekend is really when the home lab comes alive. It is often the perfect time to try something new, break something safely, and learn… The post 6 Home Lab Experiments Worth Trying This Weekend appeared first on Virtualization Howto.  ( 38 min )

全球AI使用现状 世界总人口现在是81亿，如果画成一个<a href="https://www.reddit.

Exploring the NVIDIA Olaf Robot’s Innovative Design The NVIDIA Disney Olaf robot overcomes traditional limits in autonomous, human-scale robotics—like real-time perception and adaptation—by integrating advanced AI, deep learning, and sensor fusion. Designed for dynamic commercial and industrial settings, this robot closes the gap between fixed-task machines and flexible, intelligent automation. This paper will detail the […]  ( 21 min )

Enhance the security of AI agents by implementing guardrails to prevent prompt injection attacks. Learn best practices and real-world solutions.  ( 28 min )

纯粹的谷歌浏览器截图插件，支持三种截图模式. Contribute to Bitkoala/KoalaSnap development by creating an account on GitHub.  ( 17 min )

If you are like me and have a long history with VMware environments, there is a good chance RVTools was one of your go-to utilities. It gives you the instant… The post This Free Tool Feels Like RVTools for Proxmox (And It’s CLI-Based) appeared first on Virtualization Howto.  ( 38 min )

要让Jackson直接使用类的字段（Field） 进行序列化和反序列化，而非默认的getter/setter方法，核心是修改Jackson的属性访问策略：关闭对getter/isGetter/setter的自动检测，开启对所有字段（无论访问修饰符）的检测。 下面分通用Java项目、Spring Boot项目、局部类注解 […]  ( 4 min )

A premium macOS DMG creation tool with live-rendered SwiftUI backgrounds, glassmorphism, and Retina support. - saihgupr/DMGMaker  ( 6 min )

A full-featured download manager — rebuilt from the ground up - AnInsomniacy/motrix-next  ( 17 min )

Remote Control for Codex. Contribute to Emanuele-web04/remodex development by creating an account on GitHub.  ( 37 min )

Enhance your debugging prowess with Claude Code: Discover how this AI-driven tool helps you fix bugs 10x faster directly from your terminal.  ( 28 min )

Enhance your debugging prowess with Claude Code: Discover how this AI-driven tool helps you fix bugs 10x faster directly from your terminal.  ( 27 min )

Artificial intelligence in games rarely looks like a thinking machine plotting its next move. Most of the time, it works quietly in the background, shaping how worlds react, enemies behave, and systems stay balanced. Instead of flashy self-awareness, game AI focuses on patterns, rules, and fast decision trees designed to respond within milliseconds. This behind-the-scenes […]

Like most hypervisors, some of the best features of Proxmox are not the obvious ones when you first start using it. Some features and capabilities are buried deep inside and… The post 7 hidden Proxmox features buried in the admin guide Your Home Lab Needs appeared first on Virtualization Howto.

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Laravel Pulse card that list all scheduled tasks. Contribute to hosmelq/laravel-pulse-schedule development by creating an account on GitHub.  ( 4 min )

The open-source screen recorder and editor for creating polished walkthroughs, demos, tutorials, and product videos. Add auto-zoom, webcam overlays, cursor animations and more to your screen record...  ( 21 min )

Always fun to catch up with Jim! Here's his podcast announcement with extensive show notes: Posted on Sat March 14, 2026 by Jim Collison Thanks for listening! SUBSCRIBE Shownotes Links Geothermal vs Air Source Heat Pump: Which is Worth It? – Featured on Undecided with Matt Ferrell (Feb 24, 2026). Side-by-side comparison of Matt’s geothermal system and Paul’s air source heat pumps across two all-electric homes. Heat Pump Comparison & Paul Braren Interview – Featured on Still TBD Podcast (Mar 4, 2026). Extended interview diving deeper into the real-world tradeoffs between ground source and air source heat pumps in cold climates. TinkerTry’s 2025 Home Tech Refresh Insights That’ll Help You and Your Contractor Plan for Comfort Solar Roof vs Solar Panels: Which is Worth It? - TinkerTry's hom…

If you have run Linux servers for any length of time, there is a good chance you have been bitten by network interface renaming at some point. It usually happens… The post The Proxmox 9 Feature That Finally Fixes NIC Renaming Problems appeared first on Virtualization Howto.

Easily generate Stripe/YouTube looking IDs for your Laravel models. - red-explosion/laravel-sqids  ( 15 min )

中文社区版OpenClaw，同原版保持定期更新，已内置钉钉、企业微信、飞书、QQ以及国内网络环境优化。你的专属个人AI助手。支持所有操作系统和平台。🦞 - jiulingyun/openclaw-cn  ( 10 min )

Explore the capabilities of AI coding assistants like GitHub Copilot and Claude Code. Understand key features and differences to choose the right tool for enhancing your development workflow.

One of the great things I have found about moving over to Proxmox is all of the tools that you have access to when you do. There are tons of… The post How I Manage My Proxmox Cluster From My Phone (4 Mobile Tools I Use) appeared first on Virtualization Howto.

Deploy Large Language Models (LLMs) efficiently at scale on Kubernetes using Docker. Learn step-by-step containerization and registry deployment practices.

The PHP AST Viewer is a tool for viewing the Abstract Syntax Tree of PHP code. By visualizing the structure, it helps developers gain a deeper understanding of the code, thus improving code quality...  ( 4 min )

Explore how Claude Code's innovative AI-powered coding assistant compares to GitHub Copilot Pro, from pricing to features.

Security scanner built for Laravel, detects misconfigurations, vulnerabilities, and exposed secrets with a beautiful TUI. - Eljakani/ward  ( 34 min )

3月1号，南宁又到了路上随处可见黄花的季节，一夜之间黄花风铃木就开花了，我也忍不住前往青秀山一逛，因为那里是一大片一大片的开着，视觉更加强烈。 成人票20，学生10，入园就看到了灯展的装饰物，不过我们已经看了两年了，早已不感兴趣。 我们是中午才到了，...

在中部地区的武汉，能看到金顶白墙的东南亚风的禅意秘境很难得，在汤逊湖边的树影下格外静谧，虽然部分区域仍在修缮，但2026年春节后又难得的再次开放。 莲华寺，原名莲花庵，始建于清朝康熙三十二年（1693年），距今已有300多年历史，在2000年由释圆悟法师主持重建并更名为莲华寺。 寺院依《妙法莲华经》立意，规划“一轴两线三域”格局，核心建筑包括十方普照塔、普光明殿等，兼具宗教活动与文化交流功能。武汉江夏区的莲华寺目前仍在申报国家4A级景区，部分区域仍因施工未完全开放。 莲华寺，地处汤逊湖南岸，占地272亩。 莲华寺，比很多景区强的是，大门进来并不需要走很远。 莲华寺北侧是汤逊湖风景无敌，可惜这南侧中家湾村庄的红房子有点杂乱。 换个方向把~ 普光明殿，穹顶刻满了经文 以虔诚之心，敬来日方长。

I have been on a crusade in my home lab to see how far I can take my mini PC cluster. I have been having so much fun with my… The post I Added an eGPU to My Proxmox Mini PC Home Lab Using OCuLink (Here’s What Happened) appeared first on Virtualization Howto.

Explore the leading AI coding assistants of 2025: Claude Code, Cursor, and Github Copilot. Learn how these tools transform development workflows with AI-driven insights.

Multi-Cloud vs Single Cloud: Key Differences Explained DevOps teams face a critical architectural decision when selecting a cloud strategy to support their deployment pipelines. A single cloud environment offers streamlined integration and simplified management, whereas a multi-cloud approach provides geographic diversity and vendor independence. Each path carries distinct implications for resource allocation, security protocols, and […]

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With all the great GUI platforms and third-party and community tools we have for Proxmox, you might think there would never be a need to visit the command line in… The post The 7 Proxmox Commands I Use Constantly in My Home Lab appeared first on Virtualization Howto.

Deck is a modern, native, privacy-first clipboard manager for macOS. - yuzeguitarist/Deck  ( 13 min )

A radial, gesture-first app switcher and file hub for macOS. - yuzeguitarist/Orbit  ( 18 min )

💡 Use the right package manager. Contribute to antfu-collective/ni development by creating an account on GitHub.  ( 21 min )

随着 OpenClaw 爆火，相关讨论铺天盖地。然而其高部署门槛、硬件成本及 Token 消耗让许多人望而却步。幸而生态已衍生出众多变体：有的主打安全，有的专注低占用，有的适配端侧。面对百花齐放的‘Claw’家族，究竟哪一款最适合你？关于ClawPulse为此，xiaoz开发了 ClawPulse。

Explore the top Kubernetes service meshes for 2025 - Istio, Linkerd, and Cilium - to enhance microservice communication efficiently.

使用体验 我之前使用Chatbot，正常的token能用一年，而用了OpenClaw，token能用一天就没了，就算是静默，它在后台还是消耗的，因为要监听你的信息，这本身就是一种消耗，最直观的体验是我在qqbot执行了两回对话，我的免费千问MiniMax-...

My home lab has been morphing more the past couple of years than in all the time that I have had one up and running. There have been a crazy… The post Why Mini PC Clusters Are Taking Over Home Labs appeared first on Virtualization Howto.

JavaScript in-page GUI agent. Control web interfaces with natural language. - alibaba/page-agent  ( 9 min )

JavaScript in-page GUI agent. Control web interfaces with natural language. - alibaba/page-agent  ( 9 min )

Get the main content of any page as Markdown. Contribute to kepano/defuddle development by creating an account on GitHub.  ( 23 min )

ClawX is a desktop app that provides a graphical interface for OpenClaw AI agents. It turns CLI-based AI orchestration into a desktop experience without using the terminal. China website is https:/...  ( 35 min )

Learn how to build a functional AI agent from scratch with Python using powerful libraries like NumPy and OpenAI Gym in this detailed step-by-step guide.

I personally think that running Ceph in the home lab for your Proxmox cluster shared storage is one of the most rewarding upgrades you can make to your virtualization environment.… The post 5 Things I Wish I Knew Before Running Proxmox with Ceph in a Home Lab appeared first on Virtualization Howto.

High-performance N-dimensional arrays for PHP, powered by Rust - phpmlkit/ndarray  ( 14 min )

在macOS中文输入时使用英文标点。. Contribute to vaspike/MacEasySymbol development by creating an account on GitHub.  ( 10 min )

An AI coding agent by JetBrains that ships code from your terminal, IDE, or CI/CD pipeline - powered by any LLM you choose - JetBrains/junie  ( 10 min )

NVIDIA GTC runs March 16–19, but if your schedule doesn’t allow you to catch every session live, we’ve got you covered. We’re hosting a private, invite-only Watch Party on March 21st where we’ll replay one of the standout GTC sessions together, lead community sessions and I’ll be pausing for live Q&A and discussion throughout. NVIDIA […]

Discover the best AI tools for developers in 2025, focusing on productivity, innovation, and scalability with detailed examples and insights.

Discover the best AI tools for developers in 2025, focusing on productivity, innovation, and scalability with detailed examples and insights.

Bensz Docker系列 Bensz Channel：构建AI时代Up主和粉丝互动的高效平台 本博客由AI模型商OhMyGPT强力驱动！如何更快地访问本站？有需要可加电报群获得更多帮助。本博客用什么VPS？创作不易，请支持苯苯！推荐购买本博客的VIP喔，10元/年即可畅享所有VIP专属内容！ 个人开发不易，欢迎大家点Star关注，谢谢啦： 概览 基于 Laravel + Better Auth + PostgreSQL + Redis 构建的现代化 Web 社区平台 支持 OpenClaw、Claude Code、Codex 等 Vibe Coding 工具远程控制，AI 可自动发布更新、管理内容 支持多种登录方式（邮箱验证码、邮箱密码、微信/QQ 扫码）与完整的用户权限管理 内置 Markdown 编辑器，支持粘贴图片自动上传，提供 SMTP 邮件订阅与 RSS 订阅 游客访问自动使用预构建静态 HTML + Gzip 压缩，性能优化到极致 Docker Compose 一键部署 […] Bensz

Many users when they first switch over to Proxmox, they have a tough time with the networking side of things or understanding what tasks are best to do when they… The post 7 Network Settings I Always Configure on a New Proxmox Server appeared first on Virtualization Howto.

Passphrase generator with Laravel integration, inspired by Bitwarden. Uses the EFF long word list by default with support for custom wordlists. - nicobleiler/php-passphrase  ( 23 min )

ElasticSearch, OpenSearch and DynamoDB NoSQL GUI client for Mac, windows and linux - geek-fun/dockit  ( 11 min )

Exploring the choice between Kubeflow and Argo Workflows for ML pipelines on Kubernetes, delving into their capabilities to assist in making an informed decision.

A lot of questions on types of hardware come up when ones are building a home lab server or home lab cluster that are definitely worth asking. Recently I had… The post Consumer vs Enterprise SSDs in the Home Lab: I Benchmarked Both in Ceph appeared first on Virtualization Howto.

Easy peer to peer networking for Apple devices. Contribute to EthanLipnik/Loom development by creating an account on GitHub.  ( 21 min )

IronClaw is OpenClaw inspired implementation in Rust focused on privacy and security - nearai/ironclaw  ( 20 min )

A Rust compiler with ownership checking, written in PHP - mrconter1/rustc-php  ( 8 min )

Create Your Own n8n Private Assistant Today In a world where digital assistants handle our most sensitive information, privacy is paramount. We all dream of an AI that can flawlessly summarize our emails, manage our calendar, and handle other complex tasks—but what if you could have all that power with complete control over your data? […]

Explore when small language models outperform their large counterparts in AI applications, focusing on efficiency and real-world deployment.

网上关于在 VPS 上部署 CHR 的教程已经很多，有些一键脚本甚至能直接安装已激活的版本。在 AS209574 网络中，我们大量采用 MikroTik 作为路由器，云端节点也都购买了正版 CHR 授权。不过每次部署总会遇到些意想不到的情况，这里简单做个记录备忘。 获取镜像 从 MikroTik 官网下载 CHR raw 格式镜像。在 VPS 上可以直接下载： 或者使用以下命令直接下载解压后的镜像...

RouterOS v7 中 routing filter（路由过滤器） 的工作方式、语法结构、匹配属性、可执行动作、社区匹配、ASPATH 正则、RPKI 与选择规则与 RouterOS v6 中存在较大的差异，本文整理通过 ChatGPT 5.4 Thinking 模型对这部分内容进行了整理。[1][2] 注意：该内容由人工智能（ChatGPT 5.4 Thinking 模型）进行生成。 Rou...

最近在做多 ISP 分流，这次没有使用静态的路由表，采用了基于 BGP/ASN 的方式进行流量分配。这里记录一下常用的 ASN 列表，方便后面查询。 国内运营商 名称 ASN 中国电信 (ChinaTelecom) 4134 中国联通 (ChinaUnicom) 4837, 9929 中国移动 (ChinaMobile) 9808 中国教育网 (ChinaEdu) 4538, 7497, 2391...

Discover the advancements and predictions for AI agents in 2025, exploring market trends and development frameworks transforming industries.

Sub2API-CRS2 一站式开源中转服务，让 Claude、Openai 、Gemini、Antigravity订阅统一接入，支持拼车共享，更高效分摊成本，原生工具无缝使用。 - Wei-Shaw/sub2api  ( 32 min )

There is always a set of tools that most of us become familiar with and rely on when it comes to different types of operating systems or platforms. I am… The post 7 Tools I Always Install on Every New Home Lab Linux Server appeared first on Virtualization Howto.

What happens when your best prompt engineer leaves the company and takes their “magic” strings with them? Most DevOps teams struggle with this exact void, facing a chaotic reality where AI instructions are scattered across Slack threads and private Notion pages. Moving from ad-hoc experimentation to a reliable production environment needs a shift of mindset. […]

IT departments are under increasing pressure to safeguard sensitive information. As cyber security threats rise, password protection has become pivotal to the digital economy. Using enterprise password management tools can help you avoid unnecessarily exposing sensitive information. Implementing these systems allows organizations to remain protected and efficient while reducing friction for employees as they go […]

Small businesses do not need flashy AI projects to get real value. They need quick wins that remove friction from work they already repeat. The best use cases are the ones tied to daily volume, customer messages, quotes, invoices, and internal questions. Start with one workflow, set a baseline, and put a human approval step […]

Rule Helper. Contribute to sourcetoad/rule-helper-for-laravel development by creating an account on GitHub.  ( 9 min )

Docker is one of the most popular tools not only in the home lab, but in production environments that lets you run services quickly and easily. If you are like… The post 5 Docker Features Most Home Labbers Are Not Using (But Should Be) appeared first on Virtualization Howto.

如果说其它大模型服务商注册送的代金券是打发叫花子的话，那白山智算就是直接往你手里塞金条。现在起至2026年3月15日注册白山智算即送450元大模型API代金券，可用于调用最新的MiniMax 2.5、GLM-5等热门模型，时间有限，xiaoz先领为敬。关于白山智算白山智算是白山云科技旗下的智能算力服

One of the tradeoffs of running a dense mini rack full of compact systems is heat. When you stack multiple high performance mini PCs into a small enclosed rack, even… The post How I Fixed Heat Buildup in My 10-Inch Mini Rack with a Simple Cooling Mod appeared first on Virtualization Howto.

核心方案：基于市场温度的动态定投系统 该方案通过 “场外增量控制” 与 “场内全权委托” 相结合，实现低成本积累筹码与高位风险对冲的闭环。 1. 核心数学模型 每月定投的总金额为M，根据当前市场温度T<

说到海外CDN，那就不得不提CloudFlare，CloudFlare不仅提供免费套餐，且限制宽松，不限流量，还提供防护，已成为了大多数站长的海外CDN首选，那既然CloudFlare都如此良心了，为啥还要选择其它海外CDN？这就不得不提CloudFlare免费版套餐让博主非常不爽的几个问题：强制D

Nginx 反代导致 SSE 延迟变高的问题与解决方法¶ 背景¶ 最近有同学遇到这么一个问题：在 Nginx 反代后面搭了一个使用 SSE（Server Sent Events）机制的服务端，但客户端观察到请求延迟比较高，数据批量到达，而不是一行一行地出现。经过排查，发现是 Nginx 的 buffering 机制导致的。本文通过实验复现该问题，并探索了几种解决方法。 问题复现¶ 为了复现这个问题，我 Vibe Coding 了一个测试服务端 server.py，监听 8080 端口，在 /events 路径下每秒发送一条 SSE 消息，共发送 5 次： #!/usr/bin/env python3 """SSE server that sends 5 messages, one every second.""" import time from http.server import HTTPServer, BaseHTTPRequestHandler class SSEHandler(BaseHTTPRequestHandler): def do_GET(self): if self.path == "/events": self.send_response(200) self.send_header("Content-Type", "text/event-stream") self.end_headers() for i in range(5): message = f"data: Message {i + 1} at {time.time()}\n\n" self.wfile.write(message.encode("utf-8")) self.wfile.flush() time.sleep(1) self.wfil…  ( 2 min )

mactop - Apple Silicon Monitor Top. Contribute to metaspartan/mactop development by creating an account on GitHub.  ( 25 min )

I have been following a really great project called PegaProx for the last few months and it is rapidly evolving into one of the goto tools for Proxmox management with… The post PegaProx Now Adds Built-In ESXi Migration and Proxmox Backup Monitoring appeared first on Virtualization Howto.

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🎙️Voice input and translation app for macOS. Press to talk, release to paste. - hehehai/voxt  ( 37 min )

Petal is a native macOS menu bar app for fast, local-first audio transcription. - Aayush9029/petal  ( 5 min )

I'm was so glad when Matt asked me to squeeze in a recording comparing his (geothermal) ground source heat pump with my air source heat pumps. This was an informal conversation, and I had little idea what Matt was going to ask me, or what portions would be used. It turns out we both had a lot to say, and he kept pretty much all of it. I really hope you learn some new things you might not have thought about before. Your thoughts, stories, and feedback are always appreciated here. Feel free to drop a comment below, no login required. Video See also Overhead, there's one 200-amp electrical service line and one fiber-optic line. Underground, there's one 1" municipal water service line. That's it. No gas lines, no oil tanks. Photo taken January 27 2026, with the deepest snow accumulation sin…  ( 31 min )

Learn how to build a multimodal AI application that can understand and process both images and text for improved digital interactions.

I have been on a documentation kick lately, especially since there seem to be so many great tools landing on the documentation side of things for Proxmox powered home labs.… The post PVE Note Buddy Is a Smarter Way to Use Proxmox Notes in Your Home Lab appeared first on Virtualization Howto.

Video games did not become a testing ground for artificial intelligence by accident. They offer controlled environments where rules are clear, feedback is instant, and outcomes are measurable. Developers can observe how systems react to player behavior in real time, then adjust logic without waiting months for results. That speed makes games an ideal space […]

Learn how to extract structured JSON output from LLMs like OpenAI's GPT-3.5, ensuring accurate, programmatically useful data for various applications.

MacOptimizer is a system optimization tool designed specifically for macOS, featuring a modern SwiftUI interface with eight core functional modules: - ddlmanus/MacOptimizer  ( 27 min )

When it comes to home lab networks, introducing VLANs is absolutely one of those critical moves that will take your home lab to the next level and it is a… The post 5 Home Lab VLAN Mistakes That Will Break Your Network in 2026 appeared first on Virtualization Howto.

Explore prompt engineering for ChatGPT, Claude, and Gemini, unlocking the full potential of conversational AI with expert-crafted interactions.

Explore prompt engineering for ChatGPT, Claude, and Gemini, unlocking the full potential of conversational AI with expert-crafted interactions.

Migrating workloads from x86 to Arm64 is no longer optional – it’s a cost-saving imperative. With AWS Graviton, Azure Cobalt, and Google Cloud Axion going mainstream, organizations are seeing 20–40% cost savings and better performance. But actually migrating legacy applications? That’s where things get painful. The Problem Consider a C++ matrix multiplication benchmark built with […]  ( 16 min )

Discover how Claude Code revolutionizes DevOps automation with agentic codebase management, multi-file editing, and command execution directly in your terminal.

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Discover how to efficiently self-host large language models using vLLM to enhance performance and cut costs, while gaining greater control over your deployments.

As of February 2026, the best AI video generator for most creators and teams is Magic Hour — especially if you care about production-ready workflows, image-to-video pipelines, and creative control. After two weeks of hands-on testing across marketing teams, indie creators, and startup operators, I evaluated the top platforms based on output quality, speed, editing […]

Explore the shift from Kubernetes Ingress API to Gateway API, understand their differences, and learn how to migrate effectively.

A terminal-based SSH manager inspired by lazydocker and k9s - Written in go - Adembc/lazyssh  ( 18 min )

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🎉 Desktop Spotify Web Player Instant Synchronised Lyrics - mantou132/Spotify-Lyrics  ( 9 min )

Contribute to MrPunyapal/pest-annotator-plugin development by creating an account on GitHub.  ( 14 min )

书接上文，1月25日，在咖啡店待了一会后，人越来越多，我们就转场换一家，这家就一般般了，饮品很淡，对不上这个价格，这才发现这家是主打美团宣传的，刷好评还送小蛋糕，而不是像我们直接扫码点单，比美团贵一些。 观察了店里，除了我们都是女性，她们都是点了吃...

When thinking about projects in the home lab, most of what I know my mind goes to is software projects and cool solutions that I want to implement that adds… The post 5 Home Lab Hardware Projects Most People Keep Putting Off appeared first on Virtualization Howto.

Discover how secure VM data recovery can minimize data loss and downtime. Explore data protection, backup and recovery best practices with NAKIVO.

Top AI GPU Sessions at NVIDIA GTC 2026 NVIDIA GTC 2026 is right around the corner ~ March 16–19, and if you can’t make it to San Jose in person, the good news is that some of the most impactful sessions are available virtually. From Jensen Huang’s keynote (where he’s teased unveiling chips the “world […]

If you have been following along with what I have been up to in the home lab, you know that I recently built a 5-node Proxmox VE cluster running Ceph… The post I Tested ProxPatch in My 5-Node Proxmox Cluster. Here’s What Happened appeared first on Virtualization Howto.

OpenCode mobile client via Telegram: run and monitor AI coding tasks from your phone while everything runs locally on your machine. - grinev/opencode-telegram-bot  ( 20 min )

The average cost to hire an app developer in 2026 ranges from $25–50/hour in outsourcing markets to $100–200+ per hour for senior developers in North America. Global rates for experienced developers typically fall between $50–100 per hour — and that spread means a lot depending on region, seniority, platform, and how technically complex your […]

I have been through quite a transition with my home lab moving into 2026. Not just hardware. There has been a lot of changes on the hardware front, but in… The post The Tools That Quietly Run My Home Lab Every Day in 2026 appeared first on Virtualization Howto.

今天看到网站下方显示的域名已经整整十年了，查看了下域名信息，才发现原来真的已经十年了。 域名信息 域名年龄：10年0个月 注册时间：2016/2/24 当初只是随手玩玩的域名，没想到居然一直坚持了十年。 记得还是2015年，那会儿刚来北京，工作也比较清闲，就想着自己写一个网站。 第一版博客还是用的Java写的，ssh框 […]  ( 3 min )

Transform natural language into shell commands instantly. No dependencies, no complex setup - just type what you want and get the command you need. - matheusml/zsh-ai  ( 10 min )

A lightweight macOS selection translator built with pure Swift 6, featuring on-device Apple Translate for privacy, only 5MB install size and stable ~50MB memory usage. 一款轻量级 macOS 划词翻译工具，纯 Swift 6 ...  ( 12 min )

好久没有发博文了，具体原因近期博文杜老师会说明。本篇博文推荐一下酷鸭数据主机，正巧近期需要采购香港主机，酷鸭数据为杜老师提供一台香港主机，希望可以发布一篇推荐文章，故有此文。  ( 2 min )

Starting any business from scratch means building systems while trying to generate revenue at the same time. In healthcare, that pressure feels heavier. Licensing, hiring, documentation, and compliance all sit on your desk immediately. A home care franchise changes that dynamic. You’re still responsible for performance, but you’re not inventing policies from nothing. The operational […]

Serious gold hunters know the difference between a random beep and a repeatable signal. But in heavily mineralized ground, even some premium gold detectors can struggle to tell small gold pieces apart from hot rocks and buried trash. Engineering breakthroughs in signal processing, artificial intelligence, and ground-noise filtering are changing that experience fast. Modern gold […]

Strong teams don’t happen by accident. They’re built through consistent communication, clear expectations, trust, and a workplace culture where employees feel valued. For leaders, the challenge is that team-building is no longer limited to in-person conversations or annual reviews. Many organizations now operate across hybrid schedules, multiple locations, and fast-changing priorities. This is where engagement […]

Choosing a restaurant POS platform is a decision that affects every part of your business from order accuracy and staff efficiency to reporting clarity and guest experience. With the rise of cloud-based solutions, operators now have more powerful, flexible options than ever before. However, the ease of cloud technology also means there’s a wider range […]

Organizations have come to depend on reliable internet access. With the right example of increased digital activity, the demand for reliable, high-speed connections only expands. DIA Ethernet affords the reliability and quality needed for peak usage times. Here is an article detailing why Ethernet DIA provides connectivity stability during peak demand times. Understanding Ethernet Dedicated […]

If you are getting into running Proxmox and backing up your Proxmox environment using Proxmox Backup Server, which is a great way to back up your Proxmox environment. It has… The post Proxmox Backup Server Settings I Wish I Knew Earlier appeared first on Virtualization Howto.

An open-source userscript manager for Safari. Contribute to quoid/userscripts development by creating an account on GitHub.  ( 33 min )

Contribute to saif0200/notchprompt development by creating an account on GitHub.  ( 6 min )

2026年春节假期，也就这样糊里糊涂的过完了~之所以糊里糊涂是因为时间过得实在是太快了。从元旦开始几乎就没休息过…组织80人的年度述职后紧接着又是900人的年会，想着春节假期前的最后一周能稍微缓口气，但往往都是计划赶不上变化，仍然有着各种突发和棘手的事情，需要亲自处理。所以根本就不存在什么因为要过年的了，也就不忙了的奢望，反而因为“年”它就是一个时间卡扣，让原本平常的事务变得更加的紧急，且难度无形的就被增加了。 也可能因为是太忙了，慢慢的一些想法和思考都烟消云散了，做任何事情就似乎少了些激情。就比如那些很难很棘手的工作，也没有什么提前的特别准备，去想办法让它做得更好，而是凭着过去十多年的经验，硬着头皮上。 回头来看，往往时间到了，很多难上加难的事情也就解决了。。 2026年的春节是去到山东过年的，似乎山东也禁鞭了，所以年味感觉比之前也少了很多很多。除夕的早上车顶上覆盖着一层薄薄的雪，但三天后气温直逼20°~ 仅剩单衣。 这次在山东再次发现了几个宝藏 1.现宰的鲜切牛肉 说到新鲜牛肉，在武汉大街小巷的菜市场和超市内基本都是屠宰好后送来卖的，而在这里发现了一家现场宰杀黄牛的店子~ 最最最关键的是~ 从除夕到初三，居然都是开着门营业的… 牛尾、牛排骨、牛肋条、牛腩 ~ 站在店门口，扑面而来的不是血腥味，而是天然的牛肉奶香味。 绝了~ 果断 下单~ 最后在初五返程的时候，又专程去现场买了300块的熟牛肉，太香了~ 下次来山东，我想，我应该会带烤箱和平底锅~ 美式低温慢烤…煎战斧牛排…都得试试美拉德反应。 2. 大鏊子菜煎饼 菜煎饼是山东南部的特产，之前吃的都是标准小鏊子，这次是在抖音上看到附近的一家大鏊子~ 结果来了之后~发现大意了，怎么都吃不完… 如果说普通鏊子菜煎饼是给个小碗你自己加料，那么这个大鏊子菜煎饼是给了个脸盆给我装菜… 按照当地人的计量方式，平时吃饭最多也就吃个1-1.5张·~大鏊子给放了4张煎饼… 真材实料、鲜香酥脆、每一口都超有料，最后无奈打包~15元+2鸡蛋合计17元的价格，可以吃饱4个汉子。 3.临沂炒鸡 正月初二去了趟临沂，心心念很久的炒鸡，终于吃到了… 和枣庄辣子鸡的区别还挺大，和23年在济南吃的沂蒙山炒鸡也有区别，反正还得二刷。 4.香肉 鲁南地区一河之隔的江苏徐州，虽然怎么滴都谈不上全国四大狗肉之乡，但一旁的沛县鼋汁狗肉却大名鼎鼎。过去的40年吃过3次狗肉~ 这一次在下单之前犹豫了，但香是真的香。 回到停车场~ 被狗尿的~ ε=(´ο｀*)))唉~！ 更换路线 这一次山东之行，相比之前线路上有优化，整体是从西向东+南向北斜着走的，返程也一样，路况比之前要好了很多，但缺少了穿越大别山的激烈驾驶。 再次途径天下第一庄，上一次来是2025年劳动节 新路线 武汉三环线-京武高速-淮内高速-徐阜高速-宁洛高速-济广高速-徐阜高速-德上高速–盐洛高速-徐淮阜高速-连霍高速-京台高速 过去的老路线… 武汉三环线-沪武高速-武麻高速-沪蓉高速-京台高速 初五返程回武汉时，高速上虽不怎么堵，但车多… 几个服务区基本停车位已满，晚上到家已是23点之后~次日初六一早就去加班了~ 属于自己的~年就这么过完了，有点悲催~ 给各种人发红包，可惜没有一个是自己的 所以~感觉没有年味了~ 《人民日报》里有这样一段话，“不要总动不动就说：现在过年没有年味了，快乐和年味其实一直都有，只是换了一批人去感受。自从你接替了父母的角色，担起了生活的重担，过年的快乐就不在属于你了。 以前的年味，是长辈的仪式感给你的，现在你大了，该你把年味传递下去了，人不能只接受不传承。你感受不到年味是因为：你由感受年味的人，变成制造年味的人。 所以，尽量给孩子们创造一个快乐的童年，多给父母一点陪伴，才是我们现在应该做的。 因为，快乐是孩子们的期盼，陪伴是父母的期望，责任才是我们的归宿。” 从前是捂着耳朵等烟花绽放的那个孩子， 现在是握着打火机，回头笑着喊“快看呀”的大人。 从前饭桌上只顾夹最爱吃的菜， 现在系着围裙在厨房里忙出一桌温暖的团圆。 不是年味淡了， 而是我们从“被给予快乐”的人， 悄悄变成了“创造快乐”的人。小时候总觉得过年是一种获得， 新衣服、压岁钱、彻夜不熄的灯。 长大了才明白，过年更是一种传承， 你把曾经接收到的热闹与郑重， 一遍遍、一年年，继续交给身后的人。 我们不再只是过年的“主角”， 却成了让春节依然发光的“守护者”。 看着孩子眼里亮晶晶的期待， 忽然就懂了父母当年默默准备的辛劳与幸福。 年味从来不是变少了， 它只是从我们的手心，流向了另一个等待被照亮的世界。 所谓长大，大概就是： 你终于成为了那个“放烟花给别人看”的人。愿我们都能在角色的转换里， 找到属于自己的、安静而丰盛的年味。

I am constantly on the lookout for projects that have that really “cool” factor to them. In the realm of Proxmox, there has been an explosion of open-source projects that… The post A Small Change to My Proxmox Web UI Made It Feel More Modern appeared first on Virtualization Howto.

最近趁着国补更新了 Apple Watch，本想体验全方位的健康监测，却发现“血压监测”和“睡眠呼吸暂停检测”在健康 App 中提示 “在你所在地区不可用”。这其实是苹果基于地理围栏（Geo-f...

I'm happy I got to help Matt out again for our second apples-to-apples(ish) comparison between our two all-electric, heat pump-ified homes. This one focuses on the source of heat, and it's a follow-up to Matt's popular video from a year ago that compared our solar setups here. I really hope you get a lot out of this one too. Your thoughts, stories, and feedback are always appreciated here. Feel free to drop a comment below, no login required. As a tiny, independent content creator, it's hard to overstate just how grateful I am to have contributed to Matt's videos that tend to have tremendous reach — the one about our solar rigs has been viewed by more folks in one year than any of my 700+ videos I've published over the last 14 years. Video See also After 4 New England Winters Living Wit…

长期记录和更新安卓 HTTPS 抓包相关的内容与笔记。

One of the things that I really missed about going away from enterprise grade servers is the out of band management they have by default. Dell has iDRAC, Supermicro has… The post This Made My Mini PC Home Lab Feel Enterprise Grade: Intel vPro with AMT appeared first on Virtualization Howto.

从 2014 年开始，我的博客一直跑在 Hexo 上。Hexo 给我的感觉一直是：能用，但用得不爽。 最初文章不多，生成速度尚可，主题随便改改也能接受。但随着内容体量上来，问题逐渐暴露： hexo generate 速度慢的出奇 插件依赖复杂，Node版本是真的不敢动 主题想魔改就得学模板语法，维护成本高 10年积累的各种魔改，补丁，脚本，这个站点的源码仓库早就成了“屎山”。每次想重构，都不敢动。...  ( 1 min )

1月初的微言小义中，我提到从字节离职。这篇文章详细聊聊这事。

If I can make it smaller, I should. If I can make it dumber, I should. Smaller, dumber things have more applications, go more places, and require less maintenance.

I had a small, intrusive realization the other day that computers and the internet are probably bad for me. I mean that beyond the general advice to touch grass. From an ADHD and generalized anxiety perspective, computers and the internet have become an endless supply of poison pills for my brain; feeds full of constant dopamine hits with doom at every turn. This is hard to accept because a lot of my work, hobbies, education, entertainment, news, communities, and curiosities are all on the internet. I love the internet, it’s a big part of who I am today, but I understand how its incentive structures harm me. I’m not planning to unplug and go off-grid yet, but it did inspire me to come up with a “priority of constituencies” for my idle hands and downtime: Instruments over pads of paper over laptop over tablet over phone.

Introduction [This article is currently in draft form, revisions will be frequent these first few days, in preparation for Matt Ferrell's new YouTube video coming out on Feb 24 2026. More photos and links coming soon.] Click/tap here to view Matt's last videos. My wife and I took on the task of converting from gas to electric for our just-purchased "forever home" back in 2022. It was a 32-year-old, 1,856 sq. ft. house in need of a new roof, some remodeling, and major energy-efficiency upgrades including new windows. The massive supply chain and labor shortages at that time made the HVAC portion a much bigger challenge than it should have been. The impediments were plentiful on our mission to have net-zero annual energy costs for our daily living and transportation needs, but by winter #4 h…  ( 42 min )

Content is generated at a faster rate than ever. International audiences expect to receive news and information updates in near real time. In the past, having to wait for translations of all types to be perfect before publishing often stalled campaigns and slowed growth, as well; this leads to missed opportunities in highly competitive markets. […]

草莓已经满月，从月子中心回家也有几天了。我最近的三篇博文——草莓出生、第一次写真和满月——全是她的照片和影像，定格她出生以来各个瞬间。而今天这篇，我想静下心来写一段文字，讲讲从南瓜怀孕到月子结束...

Proxmox is my choice of home lab hypervisor moving forward. It has so many capabilities and features. It can definitely support a healthy list of project based learning and experimenting… The post 5 Proxmox Maintenance Tasks Most Home Labs Ignore appeared first on Virtualization Howto.

In 2026, for SaaS founders and developers, the WhatsApp Business API is no longer just a “support tool”—it is a critical transactional and engagement layer. Whether you are building an automated notification system, an AI-driven support agent, or a large-scale marketing engine, your choice of API provider dictates your technical agility and your long-term unit […]

The tools have changed, even the new ones. Chat-style AI assistants became mainstream in 2023. But in 2026, we are not prompting a chatbot to explain a regex pattern or draft a commit message. We are working with agentic AI – tools like Claude Code that can navigate a file system, execute terminal commands, and […]

If you run a developer community blog, you already know the pain. There’s always more content to ship than hours in the day. Changelogs pile up, tutorials fall behind new releases, and your SEO score quietly drops because nobody caught those three broken links from last quarter. We’ve been running a bunch of portals for […]

OpenClaw has become the hottest open-source AI project of early 2026. With 200,000+ GitHub stars, over 1.5 million agents created, and a creator who just got hired by OpenAI – this “personal AI assistant” has captured the imagination of developers worldwide. But behind the excitement lies a trail of critical vulnerabilities, supply chain attacks, and […]

生活 今年游玩的景点中体验较好的是去爬了嵩山、看了万岁山武侠城。 登封汽车客运总站旁小店里的炒刀削，很是不错。 登封人民也很热情，找民宿时，遇到的老板都很热心，也都很耐心的解答住宿需求。登封发展节奏舒缓，有种年代剧中城市的滤镜。 万岁山中有很多游玩项目，数量多的可以玩几天。夜晚的色彩缤纷、打铁花也十分惊艳。就是人太多，不太好移动。有时还有音乐节，很热闹。 <a href="#读书" class="headerlink"

Over the last few years my home lab has diminished in the footprint of the servers I have used to run my home lab workloads. For several years, I ran… The post 5 Unexpected Ways to Save Power in Your Home Lab (Without Killing Performance) appeared first on Virtualization Howto.

Managing sensitive information is critical for every business, as mishandling data can lead to serious risks, including data breaches, legal penalties, and reputational damage. Whether it’s customer data, financial records, or proprietary business information, it’s essential to follow best practices to ensure that sensitive information is stored, transmitted, and disposed of securely. Implementing the right […]

There is a specific kind of dread that settles in during the first few months of the year. For many business owners, tax season is not just a deadline. It is a season of digging through shoe boxes full of faded thermal paper and trying to remember what a specific lunch meeting was about eleven […]

Announced at the India AI Impact Summit 2026, The ePlane Company's digital twin of the e200x marks a turning point for indigenous aerospace engineering.

Compare five Salesforce customization service firms and see how different partners approach CRM personalization, integrations, workflow design, and enterprise-scale customization.

As many are shifting to Proxmox for both home lab and even production workloads and operations, there are several “day-to-day” operational activities that you probably want to know how to… The post How I Patch My Proxmox Cluster Without Taking Anything Offline appeared first on Virtualization Howto.

Many times, companies need to move from a legacy system to a new solution in order to grow. Since downtime is one of the biggest challenges related to data migration, the process is not easy. Interruptions, however minimal, can affect productivity and even the user experience. With proper planning and a strategic migration process, it […]

As many industries are showing an increased rate of blockchain technology adoption, scalability has become a major challenge. This is because, as blockchain networks grow, they often face performance bottlenecks, high transaction costs, and slower confirmation times. To overcome these challenges, developers must adopt strategies that allow blockchain solutions to scale efficiently while maintaining security […]

If you have ever setup a production virtualization environment, including, VMware, Hyper-V, Proxmox, and others, when it comes to networking and storage efficiency, jumbo frames always come into the conversation.… The post Jumbo Frames Broke My Proxmox Cluster and Here’s Why appeared first on Virtualization Howto.

Bensz AI入门系列 Vibe Coding实战 本博客由AI模型商OhMyGPT强力驱动！如何更快地访问本站？有需要可加电报群获得更多帮助。本博客用什么VPS？创作不易，请支持苯苯！推荐购买本博客的VIP喔，10元/年即可畅享所有VIP专属内容！ 概览 Vibe Coding 的核心是”用自然语言描述需求,让 AI 帮你实现”,本文通过 7 个实战案例展示其强大能力 游戏开发、智能推荐、文档写作、文献综述、PPT 制作、数据分析、深度调研——这些看似复杂的任务,在 Vibe Coding 模式下都变得触手可及 每个案例都包含完整的 Prompt 模板和关键技巧,你可以直接复制使用或根据需求修改 实战中最重要的不是技术细节,而是学会”如何向 AI 清晰表达你的意图”——这才是 Vibe Coding 的精髓 前言 前面的章节,我向大家介绍了 Vibe Coding 工具的配置，相信大家已经迫 […] Bensz

最近把我折腾 GitHub self-hosted runner 的一些经验，整理成了一个开源小工具 Runner Fleet（千帆）。它的目标很简单，把 Runner 当作服务来管，而不是当作一堆目录来管。我希望它能少点手工、少点踩坑，把 1～5 台机器上自托管 Runner 的部署、扩容、维护，收敛成一套可复用的流程。前期小规模好上手，后面要提高并发度、提升利用率、扩大吞吐，也不至于失控。

One of the thing that a LOT of VMware vSphere admins feel like they are missing is the vCenter-like experience when they move over to Proxmox. This is where they… The post Is This the vCenter Experience Proxmox Has Been Missing? Meet ProxCenter appeared first on Virtualization Howto.

今天大年初一，先祝各位朋友新年快乐！这是草莓诞生记的第三篇文章。

Ollama just dropped one of its most significant updates yet – native support for subagents and web search when using Claude Code. The best part? Zero configuration overhead. No MCP servers to set up, no API keys to manage, no Docker Compose files to orchestrate. Just one command, and you’re running parallel AI agents with […]

Over the last few weeks I have been deeply involved in a Proxmox home lab project that is designed to reshape my home lab as I know it as I… The post I Built a 5-Node Proxmox and Ceph Home Lab with 17TB and Dual 10Gb LACP appeared first on Virtualization Howto.

Bensz AI入门系列 一种实用的Prompt工程： Agent Skill 本博客由AI模型商OhMyGPT强力驱动！如何更快地访问本站？有需要可加电报群获得更多帮助。本博客用什么VPS？创作不易，请支持苯苯！推荐购买本博客的VIP喔，10元/年即可畅享所有VIP专属内容！ 我的 skills 仓库： 以及我在 ChineseResearchLaTeX 里维护的 skills（更偏科研写作/LaTeX 工程化）： 还是那句话：开发和调试真不容易，如果这些东西对你有用，欢迎点个 Star 支持一下哈哈 (～￣▽￣)～ 概览 Prompt 工程从 “一句话问答” 演化到 “可复用工作流”：CoT、ReAct、工具调用、结构化输出一路把边界推到今天 Agent Skill 本质上是把 Prompt + 规则 + 脚本 + 模板 “打包成工程资产”，从玄学走向可维护、可复现 MCP 更像连接层（把外部工具/资源接进来），Skill 更像流程层（告诉 AI 什么时候、按什么 […] Bensz

Discover PersonaPlex-7B-v1 NVIDIA Speech Model If you’ve ever used a voice assistant and felt that awkward pause — where you speak, wait, the AI thinks, and then responds — you already know the biggest pain point in conversational AI. Traditional voice pipelines stitch together three separate models: Speech-to-Text (STT), a Large Language Model (LLM), and […]

AI-powered Zabbix chat assistant for enhanced monitoring Ever wished your monitoring team could just ask Zabbix a question in plain English instead of clicking through dashboards? Imagine a chat interface where your NOC engineer types “Show me all critical triggers on production servers” and gets an instant, formatted answer — powered by Claude and connected […]

Explore how Retrieval Augmented Generation is revolutionizing AI by enhancing text generation with real-time data retrieval, offering applications precision, accuracy, and relevance.

Explore how Retrieval Augmented Generation is revolutionizing AI by enhancing text generation with real-time data retrieval, offering applications precision, accuracy, and relevance.

Discover the fundamental differences between AI agents and chatbots, their capabilities, and why selecting the right tool matters for your business's efficiency.

The Testing Framework. Contribute to php-testo/testo development by creating an account on GitHub.  ( 7 min )

Many in their home lab environments are running single Docker hosts for their Docker workloads and this is just fine when it comes to simplicity and ease of getting services… The post How I Made a Single Docker Host Highly Available Using Proxmox in My Home Lab appeared first on Virtualization Howto.

Deploy AI models on Kubernetes using KServe for scalable, manageable solutions. Learn how to handle deployment intricacies and optimize model serving efficiently with this comprehensive guide.

Deploy AI models on Kubernetes using KServe for scalable, manageable solutions. Learn how to handle deployment intricacies and optimize model serving efficiently with this comprehensive guide.

Explore a comprehensive developer guide comparing OpenAI, Claude, and Gemini APIs. Discover how these AI platforms differ in functionality, deployment, and integration.

Explore how AI embeddings and vector search transform traditional search functionalities into powerful, meaning-based retrieval systems, enabling more nuanced and context-aware user interactions.

The moment someone says, “Has anyone seen the spare key?” The room changes. It sounds small, almost mundane, until you realize what it actually means: a piece of your workplace security is missing, and nobody knows where it went. A lost key is not just an inconvenience. It is an unanswered question hanging over your […]

Vectras VM是一个基于 QEMU 的 Android 虚拟机应用，可在手机实现安装Liunx和Windows虚拟机。支持img、qcow2、ISO等格式的镜像文件。 本文主要介绍通过ISO镜像方式安装Rocky Linux 8.10、Debian

Utility to execute a command as another user. Contribute to sudo-project/sudo development by creating an account on GitHub.  ( 11 min )

A git diff pager based on delta but with a file tree, à la GitHub. - dlvhdr/diffnav  ( 12 min )

Explore the essentials of OpenClaw, an open-source AI agent framework, and understand how it stands out in building intelligent systems.

The Evolution Beyond DevOps In the fast-paced world of software development and IT operations, traditional DevOps has long been heralded as the key to bridging the gap between development and operations teams. By fostering collaboration and automating workflows, DevOps has significantly improved deployment speeds and application reliability. However, as enterprise needs evolve, many organizations are […]

If there’s one AI event you absolutely cannot afford to miss this year, it’s NVIDIA GTC 2026. Happening March 16–19 in San Jose, CA (and virtually!), GTC has firmly established itself as what Jensen Huang himself calls the “Super Bowl of AI.” As someone who lives and breathes at the intersection of containers, DevOps, and […]

Learn how to run Large Language Models locally with Ollama, enhancing data privacy and reducing latency for your applications.

As you know if you have read my blog posts over the course of the past several months, I have been writing a lot about home lab documentation. Keeping things… The post I’m Documenting My Entire Home Lab as Code with RackPeek appeared first on Virtualization Howto.

Bensz AI入门系列 如何获得vibe coding相关的AI算力 本博客由AI模型商OhMyGPT强力驱动！如何更快地访问本站？有需要可加电报群获得更多帮助。本博客用什么VPS？创作不易，请支持苯苯！推荐购买本博客的VIP喔，10元/年即可畅享所有VIP专属内容！ 优惠活动 Packy Code的cc分组临时8折（折后1.2），持续到2026年2月18号12:00。 充值折扣码：NEWYEAR2026 概览 国内用户获取 Vibe Coding AI 算力的完整指南，涵盖 Claude、Codex、多模型聚合和国产模型四大主流方向 Claude Code 首选 PackyCode API，支持多源配置（aws-q/aws/cc），通过 CC-Switch 实现一键切换 多模型需求推荐 OhMyGPT，聚合 100+ 模型（GPT/Claude/Gemini/DeepSeek），邀请奖励 20 美元抵扣额度 Codex 推荐两种拼车方案：有 ChatGPT […] Bensz

Textream is a free macOS teleprompter app for streamers, interviewers, and presenters. It highlights your script in real-time as you speak, displayed in a beautiful Dynamic Island overlay. With ext...  ( 28 min )

Contribute to medvio/move-to-screen development by creating an account on GitHub.  ( 4 min )

Learn how to leverage LangGraph to craft stateful AI agent workflows, crucial for handling sophisticated interactions in cloud-native environments.

Learn how to fine-tune large language models with Low-Rank Adaptation (LoRA) using Python and Docker. This guide covers setting up the environment, choosing the right model, and preparing for fine-tuning.

If you are running Proxmox in your home lab in 2026, you already know something. The hypervisor is one of the best out there and arguably I think it is… The post 5 Proxmox Management Tools I Use in My Home Lab in 2026 appeared first on Virtualization Howto.

GitHub Agentic Workflows. Contribute to github/gh-aw development by creating an account on GitHub.  ( 8 min )

Tiny, Fast, and Deployable anywhere — automate the mundane, unleash your creativity - sipeed/picoclaw  ( 54 min )

Explore the best AI agent frameworks in 2025: LangChain vs CrewAI vs AutoGen vs OpenClaw. Dive deep into each framework's strengths and use cases.

The idea of building software from natural language has existed for years, but in practice, most tools have focused on assisting parts of the process rather than owning the entire workflow. Code generation, UI suggestions, and component scaffolding have improved productivity, but the responsibility for planning, assembly, and delivery has largely remained with the user. […]

Free Learning Management Systems (LMSs) are instrumental in the continuous digitalization of the education sector. Schools, universities, and independent educators can use these systems to meet various learning requirements. The affordability of the institution attracts buyers with a low budget. What is the specific use of these platforms in education? A variety of features promote […]

Explore OpenClaw, an emerging AI agent framework. This deep dive unveils its architecture, offering insights into building flexible AI-driven solutions.

Explore the world of Kubernetes Operators, learn how they automate complex tasks, and see why they are essential for managing cloud-native applications.

Explore the world of Kubernetes Operators, learn how they automate complex tasks, and see why they are essential for managing cloud-native applications.

What if your iPhone dies quickly or won’t charge, leaving you unable to make calls, send messages, or use apps? This can happen because of numerous reasons, but simple solutions like Dr.Fone can fix it seamlessly, as well as other issues, such as iOS update fails. Therefore, this guide explains how Dr.Fone iOS system repair […]

A​‍​‌‍​‍‌ device that continually restarts on its own or one that freezes can get so frustrating that it might even seem fully broken. A boot loop is when a device keeps restarting itself over and over again and the home screen never shows up. When it is a system freeze, the screen and the control […]

Self-Host Perplexica AI: Easy Docker & Ollama Guide This guide offers a step-by-step walkthrough of how you can deploy your own personal AI assistant, Perplexica, using two powerful, modern technologies: Docker Desktop and the Ollama model. The objective is to demystify the process of setting up a sophisticated AI application in a local, controlled environment. […]

Building your first home lab is an exciting adventure and an extremely addictive and rewarding hobby, that not only is fun, but also teaches you skills that you can apply… The post What I’d Do (and Avoid) If I Were Building a Home Lab in 2026 appeared first on Virtualization Howto.

Create a Laravel command for your OpenAPI specs. Contribute to spatie/laravel-openapi-cli development by creating an account on GitHub.  ( 7 min )

Take screenshots of web pages. Contribute to spatie/laravel-screenshot development by creating an account on GitHub.  ( 7 min )

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在AI编程工具百花齐放的当下，Claude Code凭借其强悍的代码能力、灵活的终端交互模式以及深度的开发流程融合能力，成为了开发者提升效率的核心利器。它远不止是一个简单的AI写代码工具，更是重构了人机协作编程的新方式，从基础的代码编写、错误修复，到复杂的项目管理、自动化工作流搭建，都能提供全方位的支持。 本文将从基础 […]  ( 6 min )

Explore the capabilities of Ollama in AI model deployment, from installation to feature exploration, with a focus on Docker container benefits.

Explore the capabilities of Ollama in AI model deployment, from installation to feature exploration, with a focus on Docker container benefits.

Explore the multifaceted world of software agents—autonomous programs vital for automation and monitoring in modern tech environments.

Explore how to effectively add both short-term and long-term memory to AI agents to enhance their contextual capabilities and operational efficiency.

Learn how to build an AI coding agent that automates the writing and testing of code using machine learning. This guide covers setting up the environment and installing the necessary libraries.

Recently in my home lab, I had a project that I was a little worried to execute on, but I decided to take the plunge and do it any way.… The post Moving a Proxmox OS Drive Without Breaking Anything in Your Home Lab appeared first on Virtualization Howto.

Keep your PHPUnit mocks under strict eye of static analysis - rectorphp/mockstan  ( 9 min )

传1000张产品图要手动点1000次？网页版传图慢、易中断，批量处理更是噩梦。现在，Zpic Client来了——扫描文件夹自动上传、智能去重、结果导出CSV，企业级批量传图终于不用熬通宵了。官网下载地址：https://client.zpic.pro/功能特点跨平台： 支持 macOS、Windo

Skills are the newest hype commodity in the world of agentic AI. Skills are text files that optionally get stapled onto the context window by the agent. You can have skills like “frontend design” or “design tokens” and if the LLM “thinks” it needs more context about that topic, it can import the contents of those files into the context to help generate a response. Generally speaking, skills do an okay job at providing on-demand context. Assuming the AI model is always 12-to-18 months behind in its training data, a skill could potentially backfill any recent framework updates. A skill could potentially undo some training data biases. A skill could potentially apply some of your sensibilities to the output. I’ve seen some impressive results with design guidance skills… but I’ve also seen ton…

Due to the rapid increase in the number of services and environments in use, as well as accelerating release cycles, reliability is one of the main challenges for today’s dev teams. In the context of continuous deployment, “reliability” is the extent to which your team delivers changes safely and consistently, without increasing failure rates or […]

Application security has changed dramatically over the past decade. Modern software is not built as a single application with a few updates each year. Today’s apps are cloud-native with plenty of APIs and microservices, and deployed continuously. As such, new DevOps security approaches like dynamic testing and runtime protection have become core components of a […]

Discover how Agentic AI develops autonomous agents capable of independent decision-making informed by advanced AI techniques.

Explore the world of agentic AI, where autonomous agents make independent decisions, transforming industries like healthcare and transportation.

When you start out with Proxmox, it usually begins with a single cluster that feels clean and manageable, with the expected handful of nodes. You have shared storage, the familiar… The post Managing Multiple Proxmox Clusters Gets Messy When You Want Smarter Placement appeared first on Virtualization Howto.

Termux安装配置 文件访问授权 1 termux-setup-storage 更换镜像源 <figure

Bensz AI入门系列 配置vibe coding工具： VSCode+Claude Code+Codex 本博客由AI模型商OhMyGPT强力驱动！如何更快地访问本站？有需要可加电报群获得更多帮助。本博客用什么VPS？创作不易，请支持苯苯！推荐购买本博客的VIP喔，10元/年即可畅享所有VIP专属内容！ 概览 系统介绍 Vibe Coding 开发环境的完整配置流程，涵盖 NPM、VSCode、Claude Code 和 OpenAI Codex 四大核心工具 深入解析 NPM 为何成为终端 Vibe Coding 工具的首选包管理平台，包括其跨平台一致性、依赖管理能力和生态系统优势 详细说明 VSCode 作为 Vibe Coding IDE 的独特价值，包括丰富的插件生态、快速更新的 AI 编程插件、现代化界面和源代码管理器 提供通过 NPM 安装 Claude Code 和 Codex CLI 的完整步骤，以及在 VSCode 中安装相应插件的详细指南 前言 在之前的文章 Vibe Co […] Bensz

1月25日，天气阴沉沉的，还有些毛毛雨，这样的天气只能跟同学在咖啡店休息会，这家店就叫Utopia Cafe(乌托邦咖啡)，我点的是热摩卡，老板拉花很好看，疑是i人，我在店内外不断的拍照，这也是我第一次面对这种探店风格，得脸皮厚一些，不然真不敢四处走来走去...

2026年1月11日，黎同学问我要不要一起去灵龟山转转，就此我们四个人自驾前往，28km左右，我们居住在北边，而灵龟山在东南方向，而且在那边邕江把两地隔开，仅有一座桥连通使得有些堵。 因为山体形似巨龟，称为灵龟山，这里就是南宁其中之一的滨江主题公园，秋冬...

2月6日，早上上班发现群里在开始宣传千问送25元免单卡的跳转链接，这不就直接在手机上安装好千问APP，登录送了一张，点了0.01一杯霸王茶姬，当时的网络很流畅。 根据提示去下单，首先是绑定淘宝闪送，支付的时候开启支付宝A付服务，这里会优先开启定位，推荐附近...

The Importance of Sandboxing for AI Agents AI agents are getting really good at their jobs. That’s the problem. A year ago, most of us were copy-pasting code suggestions from a chatbot. Now we’re handing agents the keys to our terminals, our file systems, our package managers, our cloud credentials — and telling them to […]

Docker 中的代理配置存在多个作用层级, 不同配置方式影响的范围完全不同。本文基于官方文档，对各层代理机制梳理说明, 以便区分。

自己动手实现NAS公网访问，让家里的NAS设备在外网也能访问，既方便又安全

书接前文优雅解决国内安装 Ollama 下载慢及卡顿的问题，我们在安装 Ollama 之后，还需要下载模型才能开始 AI 的学习和使用。有些模型并没有上架 Ollama 官方库，需要我们从 Hugging Face 或者 ModelScope 上面下载。AI 的模型动辄十几个 GB 或者几十个 GB，由于网络环境的原因，从这些站点拉取模型往往非常缓慢。 那么我们如何减小因为网络带来的阻碍呢？ CNB.cool 是腾讯云为开发者提供的下一代开发平台，基于 Docker 生态，把环境、缓存、插件一并纳入声明式管理，用更聪明的方式重新定义软件构建。它既是 Git 仓库，也是高性能开发和构建环境（支持 GPU）。 同时，CNB.cool 的仓库原生支持 Docker Model，玩法非常丰富。

我们在中国香港的网络服务商使用 AS-SET 自动生成前缀过滤器，这是当前主流且相对安全的做法： 上游会根据客户提供的 AS-SET，从 IRR 数据库中解析可接受的 route / route6，从而自动生成 BGP import policy。

Quick Look extension for highlight source code files on macOS 10.15 and later. - sbarex/SourceCodeSyntaxHighlight  ( 47 min )

Looking for Klaviyo alternatives for e-commerce brands? Discover the best marketing platforms by comparing features and pricing for stores now

macOS Quick Look extension for Markdown files. Contribute to sbarex/QLMarkdown development by creating an account on GitHub.  ( 28 min )

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A PHP documentation testing tool that extracts code blocks from Markdown files, executes them in isolated processes, and verifies their output. - TestFlowLabs/doctest  ( 7 min )

Bensz AI入门系列 Mac：AI时代不容忽视的设备 本博客由AI模型商OhMyGPT强力驱动！如何更快地访问本站？有需要可加电报群获得更多帮助。本博客用什么VPS？创作不易，请支持苯苯！推荐购买本博客的VIP喔，10元/年即可畅享所有VIP专属内容！ 概览 Vibe Coding 时代来临，Mac 作为开发者首选设备的地位愈发巩固 macOS 全球桌面操作系统市场份额达 14.59%，开发者使用率约三分之一 Mac 的 Unix 原生环境为 AI 编程工具提供近乎完美的兼容性 Apple Silicon 的统一内存架构和神经引擎为 AI 工作负载提供硬件级加速 续航与便携、触控板体验、屏幕素质、界面美学等日常体验优势显著提升开发效率 生态系统连续互通与隐私安全机制为本地 AI 计算提供理想环境 Mac mini M4 以 4,499 元起售价成为性价比之王，16GB 内存起步适配 AI 需求 2026 年春将推出搭载 A18 Pro 芯片的 […] Bensz

There is a good chance that if you are running Proxmox VE Server in your home lab today, you feel pretty good about your backup solution. Most are running Proxmox… The post This Proxmox Backup Gap Can Wipe Out Your Home Lab appeared first on Virtualization Howto.

NewsGoat is a terminal-based RSS reader. Contribute to jarv/newsgoat development by creating an account on GitHub.  ( 26 min )

Peekaboo is a macOS CLI & optional MCP server that enables AI agents to capture screenshots of applications, or the entire system, with optional visual question answering through local or remot...  ( 10 min )

📦 A macOS utility to seamlessly migrate applications to external storage and reclaim local disk space.【一款 macOS 工具，无缝迁移应用到外部存储并自动建立链接，释放宝贵的本地空间】 - wzh4869/AppPorts  ( 12 min )

The Laravel AI SDK provides a unified, expressive API for interacting with AI providers such as OpenAI, Anthropic, Gemini, and more. - laravel/ai  ( 5 min )

Explore the engineering behind SuperCool. This deep dive covers intent parsing, agent orchestration, and the system architecture that powers the autonomous AI execution layer.

If you are running a Proxmox cluster, and likely you are if you are running more than one host, there are certain tasks that you quietly hope you don’t have… The post Proxmox Cluster Operations Every Home Labber Hopes They Never Need (Until They Do) appeared first on Virtualization Howto.

macOS accessibility inspector for AI-agent workflows. Hover, annotate, copy structured output. - smughead/Loupe  ( 6 min )

Terminal emulator designed for elementary OS. Contribute to elementary/terminal development by creating an account on GitHub.  ( 5 min )

A static analysis tool for GraphQL. Contribute to worksome/graphlint development by creating an account on GitHub.  ( 7 min )

Android client for paqet — Root Required — Ferries Packets Across Forbidden Boundaries. - AliRezaBeigy/paqetNG  ( 8 min )

GitHub Action that in a pull request updates the copyright year(s) in your license file. - FantasticFiasco/action-update-license-year  ( 31 min )

Learn everything about OpenClaw — the open-source AI personal assistant with 149K+ GitHub stars. This guide covers installation, Docker setup, skills, security best practices, and how OpenClaw compares to other AI agents.

Think of it this way — if Claude Code is your new hire with incredible raw talent, Skills are the onboarding playbook that turns them into a domain expert on day one. The developer tooling landscape shifted dramatically in 2025. We went from “AI that writes code snippets” to “AI that understands your entire codebase, […]

portalDB的是Apollo Portal（配置管理门户）的专属关系型数据库，是支撑Portal前端所有管理操作的核心数据底座——所有通过Portal页面进行的配置管理、权限控制、项目组织等操作的元数据、权限数据、操作日志，都会持久化存储在portalDB中。 同时要注意，Apollo的portalDB和负责存储具 […]  ( 3 min )

There’s a lot that’s not going well; politics, tech bubbles, the economy, and so on. I spend most of my day reading angry tweets and blog posts. There’s a lot to be upset about, so that’s understandable. But in the interest of fostering better discourse, I’d like to offer a challenge that I think the world desperately needs right now: It’s cheap and easy to complain and say “[Thing] is bad”, but it’s also free to share what you think would be better. If complaining worked, we would have won the culture war already. We’d have a reformed Elon and the White House wouldn’t be committing crimes against humanity. But that’s not the world we live in. The one we live in is much worse. If you hate the here and now, write about what would be a better future. Write about what’s good and why more of t…

If you are working with more than a single Proxmox VE Server host, you are probably already thinking in terms of cluster management. Storage is also probably clustered. Your networking… The post ClusterShell for Proxmox VE is How I Manage Every Host in My Home Lab at Once appeared first on Virtualization Howto.

org.apache.ibatis.plugin.Interceptor 是 MyBatis 插件体系的核心扩展接口，MyBatis 提供的插件机制完全基于这个接口实现——它允许开发者通过动态代理拦截 MyBatis 核心执行流程中的关键方法，在不修改框架源码的前提下，对 MyBatis 的执行逻辑做自定义增强（如分页 […]  ( 6 min )

A Slipstream Client for android. Contribute to VortexOne404/slipstream-client-android development by creating an account on GitHub.  ( 12 min )

A 5-20x faster experimental Homebrew alternative. Contribute to lucasgelfond/zerobrew development by creating an account on GitHub.  ( 6 min )

A beautiful error page for PHP applications. Contribute to bim-g/hitilafu development by creating an account on GitHub.  ( 9 min )

Organizations that seek the help of financial strategy consulting invest in better resource utilization. Most companies ask for a consultation to spend money at the right place to gain maximum return. Consultants offer an independent view on an organization that allows them to see where change is necessary. Having their wisdom typically leads to increased […]

Businesses looking to keep supply and demand in balance need accurate forecasting of demand. Unfortunately, traditional methods of forecasting generally fail because markets tend to change almost instantly. The answer to forecasting errors for demand planning in the supply chain is now more intelligent than ever, with artificial intelligence now being the main driver for […]

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As you all know if you have been keeping up with my home lab adventures as of late, I have been heavily diving into Proxmox VE Server and Ceph software-defined… The post I Bought a 10 Gig Switch to Fix My Proxmox Ceph Cluster and It Changed Everything appeared first on Virtualization Howto.

The global financial markets have undergone a total metamorphosis, shifting from the adrenaline-fueled physical pits to the silent, sub-millisecond precision of the server rack. Today, a majority of global trading volume is executed algorithmically, while passive strategies account for a substantial and growing share of assets under management, leaving a shrinking, but still meaningful role […]

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"Paste once, run once." — Trimmy flattens those multi-line shell snippets you copy so they actually paste and run. - steipete/Trimmy  ( 11 min )

Bensz 开源项目与平台应用之争：OpenAI Prism vs. ChineseResearchLaTeX 本博客由AI模型商OhMyGPT强力驱动！如何更快地访问本站？有需要可加电报群获得更多帮助。本博客用什么VPS？创作不易，请支持苯苯！推荐购买本博客的VIP喔，10元/年即可畅享所有VIP专属内容！ 概览 OpenAI Prism 是基于 GPT-5.2 的免费 AI 原生科研协作平台，于 2026 年 1 月发布1 OpenAI 除 ChatGPT 外，在消费级产品领域屡屡受挫，GPTs/GPT Store 发布不到 6 个月就宣告失败2, 3 ChineseResearchLaTeX 早在 2025 年 11 月就开始探索 Vibe Coding 驱动的科研写作辅助，比 Prism 更早拥抱 AI 原生理念4 开源方案在平台自由度、模型选择、成本控制和数据隐私方面具有显著优势 科研工作者应根据自身需求，在云端便捷性与本地数据安全之间做出理性选择 前言 这几天，OpenAI 发布了一款名 […] Bensz

If you are running a Proxmox VE Server environment, you will want to set up backups as soon as possible. Proxmox Backup Server is the obvious choice for this since… The post Why Your NAS Is the Perfect Proxmox Backup Server appeared first on Virtualization Howto.

Terminal session manager for AI coding agents. One TUI for Claude, Gemini, OpenCode, Codex, and more. - asheshgoplani/agent-deck  ( 28 min )

上篇草莓熟了评论区收到非常多朋友的祝福，感谢大家！这周五给小草莓拍了人生第一套写真，并录了一段祝福视频。（感觉本博客尽早变成晒娃博客）

The convergence of large language models and software security is rewriting the rules of vulnerability detection. Here's what practitioners need to know in 2025.

The internet just witnessed something unprecedented: a social media platform where humans can only watch. Moltbook, the world’s first AI-only social network, has taken the tech world by storm with over 150,000 AI agents and 1 million human observers in just days. Here’s everything you need to know about this groundbreaking platform. TL;DR: Moltbook at […]

Exploring the Future of the AI Social Network Moltbook is a revolutionary social networking platform designed exclusively for artificial intelligence agents. Unlike Twitter, Reddit, or LinkedIn where humans create and share content, Moltbook flips the script entirely—only verified AI agents can post, comment, upvote, and interact on the platform. Moltbook isn’t just a viral sensation—it’s […]

Library for filtering files. Contribute to sebastianbergmann/file-filter development by creating an account on GitHub.  ( 3 min )

Open-source macOS screen recording app with auto-zoom, cursor effects, and timeline editing — Screen Studio alternative. - syi0808/screenize  ( 9 min )

Native macOS menu bar app to use your Claude Code & ChatGPT subscriptions with AI coding tools - no API keys needed - automazeio/vibeproxy  ( 14 min )

Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞 - GitHub - openclaw/openclaw: Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞  ( 62 min )

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A Laravel AI wrapper package with multiple provider drivers. - devcbh/laravel-ai-provider  ( 16 min )

Circuit breaker for Laravel queue jobs. Contribute to harris21/laravel-fuse development by creating an account on GitHub.  ( 26 min )

🔍 Fuzzy search for PHP, ported from Fuse.js. Contribute to loilo/Fuse development by creating an account on GitHub.  ( 31 min )

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Proxmox has definitely become one of the most popular platforms for home labs, arguably THE most popular. That momentum doesn’t look to be slowing down in 2026. In fact, I… The post Best Automation Projects You Can Build for Proxmox in a Home Lab in 2026 appeared first on Virtualization Howto.

Routine 并不是束缚，而是让你摆脱内耗的工具。

Display technology continues to evolve, offering sharper visuals, better color accuracy, and more energy-efficient performance. Among the most advanced options today are mini-LED, OLED, and QLED displays, each competing to deliver superior picture quality. Their distinctions lie in how they generate light, produce color, and handle contrast. The debate of mini LED versus OLED and […]

Understanding Moltbot Security for Developers The AI agent revolution is here, and Moltbot (formerly Clawdbot) sits at the center of it. With over 86,000 GitHub stars and explosive adoption, this self-hosted AI assistant has captured the imagination of developers worldwide. But with great power comes great responsibility—and significant security risks. As Cisco’s security team recently […]

Bensz Vibe Coding CLI评测：MoltBot的优劣 本博客由AI模型商OhMyGPT强力驱动！如何更快地访问本站？有需要可加电报群获得更多帮助。本博客用什么VPS？创作不易，请支持苯苯！推荐购买本博客的VIP喔，10元/年即可畅享所有VIP专属内容！ 概览 Moltbot 是由奥地利开发者 Peter Steinberger（@steipete）创建的开源个人 AI 助手，前身为 Clawdbot1 GitHub Stars 在短时间内突破 98,000+（截至 2026-01-29）5 核心特点：本地优先、多渠道接入、可执行实际任务、支持自建技能和扩展 与 Claude Code 对比：Moltbot 定位”生活助理”，Claude Code 定位”编程助手”，两者互补而非竞争 安全性需要特别关注：建议在独立设备（如 VPS）上运行，避免使用存有敏感信息的主机 适合有一定技术背景的用户，普通 […] Bensz

With all the gloom and doom on pricing of hardware and components at the beginning of 2026, upgrading can be painful and expensive. However, there are a few “low hanging… The post The Easiest Performance Upgrades You Can Make in Your Home Lab in 2026 appeared first on Virtualization Howto.

在功能极易被 AI 复刻的背景下，软件行业的竞争核心正从代码编写转向 AI 无法替代的维度：深度的用户洞察（Why vs How）、数据资产带来的迁移壁垒、底层系统架构的质量保障，以及品牌情感与分发网络。

I recently had a comment on a blog post that stopped me in my tracks. It was a comment from a reader that made me stop and think about the… The post Are Home Labs Dead in 2026? The Comment That Forced Me to Rethink Everything appeared first on Virtualization Howto.  ( 40 min )

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在 AI 时代，还有必要记笔记吗？有，非常有。

Monitoring your home lab environment running Proxmox is something that all of us should do. Monitoring is not the most thrilling aspect of any home lab, but it is extremely… The post Monitor Your Proxmox Home Lab Like a Boss: The Monitoring Stack I Actually Use appeared first on Virtualization Howto.

背景模型发展极其迅速，截止今天，此方法为目前能交付、前端好看、能完成稍复杂项目的0-1、重构、迭代。核心“快速实现脑中想法”，可以是原型图，可以是前端，更可以是完整POC整理了当前公司已购买资源...

前言 如今，许多旧手机的存储容量甚至已经比肩电脑硬盘。如果只是让它们闲置吃灰，或者拿去换把剪刀，未免太可惜了。 我的上部手机跟我度过了整个大学时光，也承载着许多回忆。换了新手机后就放在桌面当个数字时钟，还有不小的闲置存储空间。 之前看了不少博主用旧手机当NAS、网盘、私人影视库的视频，于是就有了搭建私人影视库的想法，让它迎来第二春。 折腾过程 实现过程其实很简单，在手机上安装Emby

Since I have been playing around a LOT lately with Proxmox and software-defined storage, there was another configuration that I wanted to test in my Proxmox environment. That was LACP… The post I Tried LACP in My Proxmox Home Lab and Here’s What Actually Happened appeared first on Virtualization Howto.  ( 39 min )

在Java开发的日常场景中，导入语句似乎是绕不开的“小麻烦”。新手会困惑为何String无需导入而List必须手动引入，资深开发者也常会在切换业务场景时，为查找Stream类的包路径、处理Date类的同名冲突而卡顿。传统导入方式的臃肿与繁琐，让不少开发者羡慕Python“开箱即用”的模块机制。而JDK 25正式落地的J […]  ( 4 min )

I got a lot of ideas for side projects rattling around in the old tin can. As part of my “No new projects” initiative, I’m trying to jump on building prototypes so I can decide if I want to explore ideas more or call it quits. A handful of my ideas are riffs or twists on existing app categories: A tennis ranking app… but modern and performant A nearby historical marker app… but with CarPlay support A nearby real estate listing app… but with CarPlay support All three of those have ended unceremoniously at the same dead end: no API access. USTA denied my application for tennis rankings. The aptly named Historical Marker Database site doesn’t have a public API. And you have to be an MLS® Realtor® or Broker to get access to the MLS® listings. Womp womp. Scraping the data is always an option… b…  ( 3 min )

Master the AI Agent Learning Roadmap Today! A structured path to mastering AI agents in 2025 and beyond The AI landscape is rapidly evolving, and AI Agents have emerged as the next frontier beyond simple chatbots. Unlike traditional LLM applications that generate text responses, AI agents can reason, plan, use tools, and autonomously execute complex […]  ( 55 min )

Exploring Clawdbot: Your Self-Hosted AI Assistant Building your own multi-channel AI assistant with local-first control The era of personal AI assistants has arrived, but most solutions require surrendering your data to cloud providers. Clawdbot challenges this paradigm by offering a self-hosted, open-source personal AI assistant that runs entirely on your infrastructure while seamlessly integrating with […]

2025年的01月过半，从武汉前往咸宁温泉，距离目的地酒店1公里处等红绿灯，后保险杠被跑腿大姐的电动自行车追尾。下车查看问题不大，也无人员受伤，大姐自己说她全责，骑车看手机去了… 但恳求让她先去送货，待会再来处理事故。 第一想法是大姐想跑，要求拍摄了大姐的身份证信息及电动车车牌，同时打电话122及人保95518报案时，朱大姐说了句赶紧送完这一单，再回来处理，该怎么赔就怎么赔…然后大姐就骑电动自行车离开事故现场。 毕竟已经拍了身份证及电动车车牌号，也不担心她肇事逃逸把。只是咸宁当地不管是122还是保险公司出险比起武汉都慢了很多。15分钟后，朱大姐骑车回到事故现场后，交警122还没赶到。 随后交警定责，朱大姐骑电动车行驶在机动车道，并看手机导致追尾全责。仔细检查过车辆后保险杠，车漆没事，车衣在接缝处有挤压痕迹，几个针眼大的褶皱，问了下贴膜店家，更换整个后保险杠车衣1000元。但此时朱大姐开始耍无奈，说没钱，只愿意赔偿200元…然后开始哭泣，装穷… 朱大姐1974年01月生，今年52岁，咸宁市咸安区浮山人，但面对这种无赖，计划启用保险公司代位追偿，但人保客服95518明确说明，仅车衣损坏无法启用代位追偿服务，除非产生车身损坏后，维修+车衣可以一起启用代位追偿。也就是说，仅是后加装的任何附件，是无法单独启用代位追偿的…而上一次发生在2024年的04月的沃尔沃的交通事故，对方保险公司一样赔偿了车衣。 此时的122交警开始催促是否私了，不然就开具大姐全责的事故认定书了。交警也不断的告知大姐，责任认定书开具后，就是对方保险公司或法院找你赔偿了，这么耍无赖是没有用的… 其实自己也比较郁闷，因为车身并没有任何划痕与损伤，仅车衣接缝处0.5cm的挤压痕迹，贴膜店家更不建议单独去维修和更换，拿钱就行。 最后在交警的协助下，大姐愿意赔偿700元私聊这起交通事故。大姐的支付宝花呗分4次150元+1次100元转账。 返回武汉后去了贴膜店，小哥免费帮忙处理车衣上的黑色印记，已全部还原… 自此~事故处理完毕。 回想一个月前 VOLOV S60 第四年保险，从未出险的情况下，3881元的保险费用不低，当是因为长期存放地库，所以那一次对于车损险 1760.40元的费用还比较纠结… 所以有时候花钱，也都是买个平安。 人生没有如果，来日并不方长，明天和意外，我们永远都不知道哪一个更先到来，所以，在不确定的日子里，好好珍惜每一个当下。

前言 最近想着整理一下一些平台的密码，避免到时候找不到密码手忙脚乱的，就收罗了几个软件。 经过了一番折腾，最终确定了 KeePassXC + 坚果云的WebDAV + Keepass2Android ，作为日常密码的多端管理。 折腾过程 经过了一番筛选，最终确定了从桌面端的 KeePass 和

2024-2025年度总结

It’s a secret to everyone! This post is for RSS subscribers only. Read more about RSS Club. It’s expected to freeze this evening in Austin and we may even see snow, which is exciting and novel for us Texans. But as we’ve learned in 2021 and 2023, cold snaps can lead to disaster. In those years the ice dealt untold damages as foot-thick tree limbs fell from the canopy like enormous glass Cadillacs. The crackle, pop, followed by crystalline shatter in the cold dead air is a sound I won’t forget. With the falling trees came down power lines and the lights went out. It got worse. The disconnected Texas power grid failed. As homes and empty office buildings required more heating in the “extreme” cold, the rolling blackouts began to shed load. Except… they didn’t roll. Homes next to facilities …

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I have been super geeking out on my home lab this week going all in on some nerd knobs of Proxmox clustering and Ceph storage between my cluster hosts. I… The post I Built a Ceph Erasure-Coded NVMe Cluster in My Home Lab. Here’s What Actually Happened appeared first on Virtualization Howto.  ( 40 min )

Bensz AI入门系列 如何使用大语言模型？ 本博客由AI模型商OhMyGPT强力驱动！如何更快地访问本站？有需要可加电报群获得更多帮助。本博客用什么VPS？创作不易，请支持苯苯！推荐购买本博客的VIP喔，10元/年即可畅享所有VIP专属内容！ 概览 Chatbot 是使用 LLM 最常见、最原始的方式，除了官方 App 和网站，像 LobeChat 这类基于 API 的第三方应用也是个不错的选择 国产 AI 大模型已崛起，文心一言、通义千问、智谱清言、Kimi、DeepSeek 等产品在访问便利性、价格优势、本土化适配方面具有独特价值 Chatbot 交互模式存在明显局限性：上下文窗口有限、无法执行复杂任务、缺乏与工作流和本地文件的深度集成 Vibe Coding 正成为下一代 LLM 产品形态，生态快速发展，是未来趋势——它是对人类用户友好的 Agent 形态，能与现代个人计算机良好协作。里程碑进展包括 Cursor（AI 原生编 […] Bensz  ( 18 min )

Bensz AI入门系列 介绍大语言模型 本博客由AI模型商OhMyGPT强力驱动！如何更快地访问本站？有需要可加电报群获得更多帮助。本博客用什么VPS？创作不易，请支持苯苯！推荐购买本博客的VIP喔，10元/年即可畅享所有VIP专属内容！ 概览 1940s-1980s 的奠基性工作为神经网络奠定基础：感知机开创连接主义、反向传播解决多层训练、CNN 提出局部连接、Hopfield 网络融合物理学思想 大语言模型发展经历了从统计模型到神经网络的演变，最终在 2017 年 Transformer 架构诞生后迎来爆发 GPT 系列模型的迭代史展现了语言模型从理解到生成的能力跃迁 2023-2024 年是多模态与智能体爆发期，Claude、GPT-4 等模型展现了强大推理能力 2025-2026 年，Vibe Coding、Agent Skills、Claude Cowork 等新范式正在重塑人机协作模式 MCP（Model Conte […] Bensz

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In today’s fast-paced business world, effective communication is crucial. As email remains one of the primary forms of professional correspondence, knowing how to craft emails that not only capture attention but also prompt action is essential for success. Whether you’re reaching out to potential clients, engaging with partners, or following up on leads, your email […]  ( 28 min )

This blog is authored by Manish L. in collaboration with Jalaj Krishna B.S. and Jeevitha S. from Raja Rajeshwari College of Engineering. The NVIDIA Jetson Nano is a small, powerful computer that brings the power of modern artificial intelligence (AI) to a compact, energy-efficient platform. It is an ideal device for developers, makers, and students, […]

Creating a high‑performance home office is now essential for anyone working remotely. It’s not just about picking a good desk or arranging a few accessories. A truly effective workspace blends infrastructure, layout, and acoustic comfort into a balanced environment that supports focus and well-being. With thoughtful planning, even small or awkward rooms can become productive, […]

We have all been there with technologies that we are learning for the first time. We don’t know what we don’t know. When I first started building my home lab… The post Proxmox Tips I Wish I Knew Before Building My First Home Lab appeared first on Virtualization Howto.  ( 41 min )

2017年，xiaoz在 GitHub 上开源了用 PHP 写的免费图床程序 ImgURL，2019年又推出了功能更强的付费版 ImgURL Pro。这八年多来，它陪不少朋友搭起了自己的图床服务，但随着需求变复杂、图片量暴涨，老架构渐渐力不从心。于是，我们在 2026 年 1 月彻底重写了整个系统—  ( 1 min )

最近一直在思考一个问题，AI时代，个人技术博客的出路在哪里？ 有了AI之后，似乎一切技术问题都能迎刃而解。想要了解什么知识，AI总是能给你最全面的回答；想要搭建一个项目，AI能给你生成完整的代码和架构图；项目中遇到什么困难，不用上网到处找解决办法，AI几秒钟就能给你N多个解决方案…… 那么个人技术博客存在的意义在哪里呢 […]  ( 3 min )

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Learn how Claude Cowork transforms your desktop into an intelligent automation hub. This comprehensive guide covers features, use cases, setup, and best practices for Anthropic's revolutionary AI agent.  ( 25 min )

For businesses in competitive industries, standing out is no longer about who is louder; it is about precision. Industries like construction, retail, and finance demand more than generic marketing tactics. Instead, they require strategies tailored to specific audiences. This is where specialized marketing offers a solid advantage. By focusing on insights, data, and channels specific […]

The Indian stock market has been buzzing with activity, and investors are keeping a close watch on various investment opportunities. One of the major areas of focus recently has been the upcoming IPO, which has attracted significant attention from both retail and institutional investors. Initial Public Offerings (IPOs) provide companies with an opportunity to raise […]

There is no question that my home lab has been shrinking, not in terms of processing and other power, but in terms of physical footprint this year. I have been… The post The Smallest Home Lab That Still Feels Like a Real Datacenter appeared first on Virtualization Howto.  ( 41 min )

Multi-platform SDK for integrating GitHub Copilot Agent into apps and services - github/copilot-sdk  ( 14 min )

Laravel package for in-memory driver database Eloquent model connections - waadmawlood/truffle  ( 15 min )

Well, as we all know, the GA release of Proxmox Datacenter Manager dropped around the first of December last year. This has been a great addition to the Proxmox ecosystem.… The post I Ran Proxmox Datacenter Manager for a Month: What It’s Actually Good At appeared first on Virtualization Howto.

Complete Claude Code configuration collection - agents, skills, hooks, commands, rules, MCPs. Battle-tested configs from an Anthropic hackathon winner. - affaan-m/everything-claude-code  ( 24 min )

IDEA插件：在文件树、行末、JSON、COBOL 显示注释. Contribute to LinWanCen/show-comment development by creating an account on GitHub.  ( 10 min )

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记一次软 RAID1 坏盘的恢复过程¶ 背景¶ 最近遇到一个运维场景，两个 SATA 盘组了一个 RAID1，Linux 的根系统也在上面，启动时能进内核，但是内核一直在报错 link is too slow to respond, please be patient 以及 COMRESET failed (errno=-16)。下面记录一下故障排查以及恢复的过程。 恢复过程¶ 考虑到 Linux 系统也在 RAID1 上面，所以找了另一台机器，接上两个 SATA 盘，然后观察到，其中一个盘直接无法识别，另一个盘可以正常访问，但它分区表里只有一个分区，参与到了 md 组的 RAID1 当中。遇到盘坏了又是 RAID，第一反应是买一个新盘，然后重建 RAID。但是一通询价，发现最近硬盘价格涨的比较多，所以先尝试如何单盘启动。由于是 UEFI 启动，推测 ESP 在已经坏的那个盘上面，好的盘上并没有 ESP，但它唯一的分区已经占满了整个空间，所以第一步是对 RAID 分区缩容，这就需要： 首先用 fsck -f /dev/md0 && resize2fs /dev/md0 newsize 对根分区进行缩容 用 mdadm --grow --size=newsize /dev/md0 对 RAID 进行缩容 停止 RAID：mdadm --stop /dev/md0 重新分区，缩小 RAID 分区大小：cfdisk /dev/sda 重新启动 RAID，更新 device size：mdadm --assemble --update=devicesize /dev/md0 /dev/sda1 这些步骤完成以后，就可以在空余的空间里建 ESP 分区了：建分区，mkfs.vfat，挂载到 /mnt/boot/efi（假设 /dev/sda1 已经挂载到了 /mnt），接着 arch-chroot /mnt（或者手抄 Archlinux Wiki），进去 grub-install，修改 /etc/fstab，重新 update-grub。 这个过程中，踩了一些小坑，比如： 重启以后直接进 grub shell，没有菜单显示出来，后来发现是 UEFI 启动项里有之前的旧残留，导致 grub 没有能够正确加载 ESP 里面的 grub.cfg，如果在 grub shell 里手动 source 一下是正常的 如果不更新 device size，那么 assemble 的时候会说 does not have a valid v1.2 superblock 报错，实际上就是它记录了旧的分区大小，和新的分区大小不匹配，此时要强制修改它 最后买了个新盘，但是不够大：960GB vs 1TB，导致如果要重组 RAID1 还得再缩小一次已有的 RAID1 分区，之前缩小的时候只给 ESP 预留了足够的空间，但分区还不够小到能够在新盘里建一个相同大小的分区  ( 1 min )

Discover what AI coding agents are, how they work, and the best tools available in 2026. Learn how autonomous coding assistants like Claude Code, Cursor, and GitHub Copilot are transforming software development.  ( 27 min )

Most have been following my journey of testing and making changes in the home lab. Recently I have been spinning up a minilab running on Proxmox. For years, I have… The post I Don’t Miss vCenter After Moving My Home Lab to Proxmox (Here’s Why) appeared first on Virtualization Howto.  ( 41 min )

Meta Server（元数据服务器/元服务器）是负责集中管理元数据、协调分布式系统或整合多源信息的核心组件，核心价值在于统一视图、提升效率与保障一致性，广泛应用于分布式存储、网络服务、游戏等场景。以下从核心定义、核心功能、典型应用场景、关键设计要点及实例展开说明。 一、核心定义 Meta Server的核心是作为“元 […]  ( 3 min )

Organize pages in the sidebar in order to make navigation between pages more comfortable. - aymanalhattami/filament-page-with-sidebar  ( 19 min )

If you are deciding to run a production-grade Kubernetes cluster, Talos Linux Kubernetes makes a lot of sense, since it focuses on being immutable and security-focused. However, it forces you… The post Why Ceph Won for Persistent Storage in My Talos Linux Kubernetes MiniLab appeared first on Virtualization Howto.  ( 42 min )

Smart homes used to be mostly about lighting, speakers, and security cameras, but heating and cooling have quickly become one of the most important parts of the connected‑home ecosystem. As homeowners look for ways to stay comfortable without wasting energy, smart HVAC systems are stepping into the spotlight. These technologies take what used to be […]  ( 19 min )

欢迎本博客的小公主：草莓。  ( 2 min )

Humanizer 的汉化版本，Claude Code Skills，旨在消除文本中 AI 生成的痕迹。 - op7418/Humanizer-zh  ( 16 min )

中文写作排版风格指南，一套中文和中英文混排的写作和排版标准。Chinese Style Guide, a set of standards for writing and formatting articles in Chinese language and Chinese-English mixed content - RightCapitalHQ/chinese-style-guide  ( 18 min )

PostBot 内容同步助手 一款开源的多平台内容同步分发生产力工具。 支持将文章、笔记、动态、图片、视频、音频等内容，一键同步发布至主流媒体平台。覆盖微信/微博/今日头条/小红书/知乎/百家号/企鹅号/视频号/抖音/快手/哔哩哔哩（B站）等国内主流媒体平台，可轻松扩展兼容 X（Twitter）、Facebook、Instagram、TikTok、YouTube、LinkedIn 等国际媒体...  ( 11 min )

You might have noticed that I did a big design refresh on my entire site… unless you’re on RSS I guess. I’ll talk about aspects in detail, but at a high level there’s been three big changes: A monospace font Named CSS grid lines Juicier multi-page view transitions But my most favorite part is that today (when you set html { --hue-rotate: 15 }), my light theme looks like a stick of butter. And that brings me joy. What didn’t change Before I talk about what changed, here’s a quick list of the parts of my site that didn’t change: Same big “Dave” SVG on the homepage Same information architecture, no radical content changes. No new assets, same visuals. Same hue-rotating background, although I did simplify the formula. Same inverse text-sizing for H1s Same support for art-directed posts Why ch…  ( 6 min )

A set of additional rules for phpstan/phpstan. Contribute to guanguans/phpstan-rules development by creating an account on GitHub.  ( 7 min )

🎬 火宝短剧 - 基于AI的一站式短剧生成平台 《一句话生成完整短剧，从剧本到成片全自动化》 Huobao Drama - An AI-Powered End-to-End Short Drama Generator "One Sentence to Complete Drama: Fully Automated from Script to Final Video" ...  ( 34 min )

A modern, enterprise-ready state machine implementation for Laravel Eloquent models. - HPWebdeveloper/laravel-stateflow  ( 51 min )

IBM POWER9 微架构评测¶ 背景¶ 继 IBM POWER8 之后，也来评测一下后续的 IBM POWER9 微架构。IBM POWER9 有 SMT4 和 SMT8 两种版本，我只有 SMT4 版本的测试环境，下列所有评测都是针对 SMT4 版本进行测试。 官方信息¶ IBM 关于 POWER9 微架构有如下公开信息： IBM POWER9 processor core IBM Power9 Processor Architecture 下面分各个模块分别记录官方提供的信息，以及实测的结果。官方信息与实测结果一致的数据会加粗。 Benchmark¶ IBM POWER9 的性能测试结果见 SPEC。 前端¶ L1 ICache¶ 官方信息：32KB(SMT4)/64KB(split into 2 regions, SMT8) 为了测试 L1 ICache 容量，构造一个具有巨大指令 footprint 的循环，由大量的 nop 和最后的分支指令组成。观察在不同 footprint 大小下的 IPC： 测试环境是 SMT4 Core，所以只有 32KB 的容量。超出 L1 ICache 容量后，IPC 从 6 降低到了 4.7。 测试过程详见测试代码。 取指带宽¶ 官方信息：32 bytes/cycle 为了测试实际的 Fetch 宽度，参考 如何测量真正的取指带宽（I-fetch width） - JamesAslan 构造了测试。 其原理是当 Fetch 要跨页的时候，由于两个相邻页可能映射到不同的物理地址，如果要支持单周期跨页取指，需要查询两次 ITLB，或者 ITLB 需要把相邻两个页的映射存在一起。这个场景一般比较少，处理器很少会针对这种特殊情况做优化，但也不是没有。经过测试，把循环放在两个页的边界上，…  ( 2 min )

中文博客琅琊榜，只收录精品独立博客. Contribute to qianguyihao/blog-list development by creating an account on GitHub.  ( 255 min )

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Contribute to osama-98/laravel-exports development by creating an account on GitHub.  ( 30 min )

在数据库日常运维中，表结构变更（尤其是新增字段）是高频需求。对于数据量几千、几万的小表，一条简单的ALTER TABLE语句便能瞬间完成，几乎不会对业务造成影响。但当表数据量突破千万级甚至上亿级时，直接执行ALTER TABLE就可能成为一场“灾难”——长时间锁表导致读写阻塞、主从延迟飙升、应用连接池耗尽，最终引发订单 […]  ( 5 min )

核心结论先明确：在绝大多数数据库（MySQL/Oracle/PostgreSQL等）中，二者的性能几乎完全一致，因为数据库优化器会将 BETWEEN AND 自动等价转换为 >= + <= 的组合。性能差异的关键不在运算符本身，而在「是否能利用索引」「范围边界的合理性」。 一、底层逻辑：BETWEEN AN […]  ( 3 min )

A cross-platform desktop All-in-One assistant tool for Claude Code, Codex, OpenCode & Gemini CLI. - farion1231/cc-switch  ( 28 min )

Lightweight preview update in your repository. Contribute to TheDragonCode/github-preview-updater development by creating an account on GitHub.  ( 15 min )

PHPStan extension for validating php-language-extensions - DaveLiddament/phpstan-php-language-extensions  ( 6 min )

Contribute to NickSdot/phpstan-phpstorm-error-identifiers development by creating an account on GitHub.  ( 5 min )

Browser automation CLI for AI agents. Contribute to vercel-labs/agent-browser development by creating an account on GitHub.  ( 48 min )

在高并发场景中，线程间的数据交换是核心环节，而队列作为数据缓冲的关键组件，其性能直接决定了整个系统的吞吐能力和延迟表现。传统并发队列在面对超高吞吐需求时，往往受限于锁竞争、内存开销等问题，难以满足金融交易、高频计算等极端场景的要求。Disruptor 作为一款高性能无锁队列框架，通过创新的设计理念和底层优化，成功突破了 […]  ( 4 min )

Monitors a php app and send notifications on certain error/exception/resource-exhausting/custom events - staabm/SysMonitor  ( 5 min )

Free Weather Forecast API for non-commercial use. Contribute to open-meteo/open-meteo development by creating an account on GitHub.  ( 15 min )

SARIF formatter for PHPStan. Contribute to jbelien/phpstan-sarif-formatter development by creating an account on GitHub.  ( 6 min )

cs2pr - Annotate a GitHub Pull Request based on a Checkstyle XML-report within your GitHub Action - staabm/annotate-pull-request-from-checkstyle  ( 15 min )

轻量级微信读书客户端，体积小，页面宽，自动翻页，体验增强 A Weixin Reader Desktop with Auto-turning and Wide-pager - dengcb/weixin-reader-desktop  ( 17 min )

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install GitHub release binaries from the CLI interactively - redraw/gh-install  ( 3 min )

PSR-7 & PSR-15 middleware to add the Server-Timing header - tuupola/server-timing-middleware  ( 10 min )

在Linux系统中，文件系统的层次结构严格遵循Filesystem Hierarchy Standard（FHS）规范，根目录 / 作为整个文件系统的"基石"，承载着系统运行、软件部署和数据存储的核心功能。每个子目录都有明确的职责划分，理解其背后的设计逻辑和实际用途，是运维工程师高效管理系统、开发者 […]  ( 6 min )

本期共有 39 个项目，包含 C 项目 (2)，C# 项目 (3)，C++ 项目 (1)，Go 项目 (4)，Java 项目 (2)，JavaScript 项目 (5)，Kotlin 项目 (2)，PHP 项目 (1)，Python 项目 (5)，Rust 项目 (2)，Swift 项目 (1)，人工智能 (5)，其它 (6)  ( 10 min )

本期共有 40 个项目，包含 C 项目 (1)，C# 项目 (2)，C++ 项目 (4)，Go 项目 (4)，Java 项目 (2)，JavaScript 项目 (5)，Kotlin 项目 (2)，PHP 项目 (1)，Python 项目 (5)，Rust 项目 (2)，Swift 项目 (2)，人工智能 (5)，其它 (5)  ( 12 min )

昨天刷知乎，看到一个问题：“如何评价「AI就是美国的城投」的观点？” 这个问题下提供了一张图，也就是最近在互联网上被广泛传播的那张描绘AI投资关系的网络图，它展示了科技巨头 Nvidia、OpenAI、Microsoft 和Oracle 之间错综复杂的资金流动和合作，号称“AI永动机”。有人据此质疑，这种完全的“内循环”是否构成了一个巨大的资产泡沫，并将AI比作“美国的城投”，最终可能崩盘。

最近一段时间，老T在知乎上连续看了十几个关于康熙与洪承畴方面的问题以及数百个回答，粗略估计下，累计阅读字数可能超过 30 万字，对于这个可以称之为当代影响最大的“民间发明历史”现象，也有着自己的一点感悟。这里老T不再重复探讨到底康熙是不是洪承畴的儿子这件事，只是就这个事件本身提出一些自己的看法。

Ansible Job Platform addresses key IT automation challenges with a centralized, secure, and scalable solution. It integrates CMDB, security credentials, automation orchestration, and job scheduling, ensuring transparency and compliance.  ( 1 min )

前言：这个系列（以及我的博客）好久不更新了，原因有两个，一个是我在学习用双拼打字，手跟不上脑子，写的东西读起来 […] Continue reading...  ( 4 min )

这个双十一，老T买了两台打印机：一台激光打印机，一台3D打印机。

最近我妈接到了一个自称“全省平安建设满意度调查”的电话，前两次都没接，直到第三次才拿起。她还打电话问我是不是诈骗。作为一名法律工作者，老T对这个事情倒是知情，自己前几年在带小孩去医院检查时，也曾被“调查”过，但毫无疑问，这种民意调查，在国内似乎还是个“稀罕事”，相比经常看到国外新闻中各种民调数据，可以说感知确实不那么深，如果不是自己和家人这两次被“调查”经历，还真不知道国内有这种“民调”。

他常说，政府还会拆掉我们周围更多的房子，只是时间早晚的问题，不过他从不操心将来。在“拆那儿”住了四十多年，他早已明白，凡事没有永远。  ( 1 min )

前几天，一则“肇庆9个村划归佛山”的新闻，在老T朋友圈里刷了屏。不少人一看地图就乐了：这不就是规划了多年的广州新机场所在地吗？一时间，“广州出名、佛山出钱、肇庆出地”的老段子又被翻了出来。

我很早之前就一直在用 Hugo theme Stack主题 写东西。这款主题挺好的，但我觉得它更适合图片比较多的博客。而我现在的网站上面已经积攒了1700多张照片，在Stack主题的处理下，生成网站时会多出 7000到8000个文件！这就导致整个网站的仓库体积特别大，想部署到第三方免费平台（比如Cloudflare Pages）就变得很困难。

通过一个真正好用的免费在线拼图工具，结合公开构建和用户反馈，无需刻意SEO却意外获得高排名。本文分享了这一SEO成功的关键因素。

10月在本博上发的说说数量偏少，主要研究电子邮件更新Hugo博客，以及issue作为hugo博客发布端的可行性，顺便分享10万+微信公众号文章写作经历，以及新的VPS商zouter的使用情况。  ( 1 min )

探索一系列完全免费的在线图片处理工具，包括拼图、压缩、裁剪、头像制作、去水印等功能，无需登录，安全隐私，体验友好，满足各种图片处理需求。

昨天接小孩放学回家路上，女儿问了我一个灵魂问题，为什么我们家都在说普通话？是啊，老T全家人都来自湖南同一个县，但自从到了广东，都自觉说上了普通话，特别是老T自己，来广东18年，也整整说了18年普通话，总感觉哪里怪怪的。

最近老T因为此前使用哪吒探针V0版时所需要的通信域名将要到期，于是选择对探针进行升级。探针这种东西，虽然看起来是“个人畜无害”的小工具，但总体来说安全风险还是不小，万一被攻破，那探针所连接的服务器毫无疑问都会被“一锅端”。为此，老T在升级探针之余，也对这个探针增加了一点小防护。

最近老T翻旧文章，回忆起当年折腾QQ登录的日子，感慨万千。电话这东西，全球随便打，移动的号拨给联通，秒接通，毫无障碍。可聊天软件呢？微信、抖音、钉钉、微博、QQ等，个个都是 “围墙花园”，互相不搭理。那凭啥电话行，聊天软件就不行？ 电话为啥能随便打？ 电话系统能全球互通，表面上看是因为 标准化协议，比如国际电信联盟（ITU）定下的各种规矩，能够在技术上无缝衔接。但老T觉得，这背后应该还有更深层次的原因。 首先，电信运营商，尤其是国内几大运营商，基本都是 国企，比如中国移动、中国联通、中国电信。这些 “国家队”背负社会责任，不是单纯的商业公司。电话作为 基础设施，关系国计民生，必然要求互联互通。老T查了下电话历史，发现早年电话网络刚建时，也有运营商各自为战的情况，比如美国 AT&T 公司就曾禁止过其他电话公司接入其长途网络，但到后来发现 电话不互通，社会成本太高，用户怨声载道，监管层一出手，也就解决了。加上电信行业高度垄断，玩家少，协调起来相对容易，协议一签，网络一连，全球电话网就织成。 再者，电话是典型的 基础设施服务，类似水电煤，服务本质是“连接”，不以内容为核心竞争力。运营商赚的是通话费、流量费，客观上也没什么动力在内容上搞封闭。反过来，互联互通还能扩大用户群，增加收入。所以，技术标准+社会责任+垄断协调+基础设施属性，共同造就了电话的畅通。 老T想起当年2000年左右，家里刚装电话那会，在偏远农村用座机就可以打电话给远方的亲友，移动联通随便拨，完全没想过背后有多复杂。这就是基础设施的魅力：你感觉不到它的存在，但它就是好用。 聊天软件为啥不互通？ 反观网络聊天软件，情况完全不同。微信、抖音、钉钉、微博、QQ等，个个都像独立王国，互不往来。表面上是 技术问题，协议不统一，加密方式各异，强行互通可能出安全漏洞。但老T觉得，根源还是 商业利益和生态封闭。 聊天软件公司靠 用户…

从实际需求出发，落地中大型企业域名证书管理系统。已免费开放，支持私有化部署  ( 1 min )

近年来，静态博客的发布方式层出不穷，但许多方法要么复杂，要么难以长期坚持。本文介绍一种简单高效的方式：通过 GitHub Issue 作为 Hugo 博客的发布端，利用 GitHub Actions 自动将 Issue 转换为 Hugo 内容并部署到 GitHub Pages。这种方法尤其适合喜欢用 GitHub 移动端 App 随时随地发布博客的用户。本教程基于老 T 的实践经验，解决了私有仓库图片下载、标签提取等问题，适合公开和私有仓库。  ( 7 min )

最近几年来，老T在静态博客发布这件事情上也算是走了无数弯路。随便搜下老T博客，关于Hugo的数篇文章，无一不是聚焦这个问题。但细数以前的经历，不管是哪种方法，很少有能让老T坚持一个星期以上还主动愿意持续用下去的。大多数时候用它们都是处于一种迫不得已的”窘境“。如今，终极解决方案来了。

前几天老T在微信群看到有人吐槽：“为啥路由器地址是192.168.1.1这么一串数字，记着费劲，不能弄个简单点的，比如1.2.3.4？” 这问题乍一听挺有意思，老T自己也用过不少路由器，但从来没想过 192.168.1.1 这个数字来源是什么，于是在网上查了查资料，顺便也问了下 AI。不过，在多方查找比对下，发现目前中文互联网上对这个问题的解答，似乎都缺点什么，感觉不是很准确。这里，老T将自己考证的结论总结出来，争取还原出历史的真相。

好拼是一款免费的在线拼图工具，现已上架Chrome和Edge插件商店，支持在线网页、PWA和浏览器插件三种使用方式，简洁方便，欢迎体验。

前些天老T在知乎简单回答了个关于悬索桥的问题，虽然赞同的不少，但评论中质疑者也很多，主要争论的就是悬索桥主缆损坏是否可维修更换。由于老T本身对桥梁建设一窍不通，只能以最基本的文字阅读能力，通过查找严肃的文献资料，争取将这个事情说清。

本文介绍了「好拼」免费在线拼图工具的核心功能和最新更新，包括布局拼图和长图拼接，以及新增的Chrome插件，旨在为用户提供更简单、自然的创作体验。

昨天离开了江西，进入浙江开化县，体验小城生活后，连夜赶回上海。文章记录了从开化到上海的最后一站，分享了自驾经历、花费和房车使用心得。

最近，老T有幸回到自己母校佛山大学，现场聆听风靡网络的罗翔老师过来讲课，感觉内心总有一种莫名的思绪在翻滚，但也不知道该怎么描述，于是，只好想到啥就说点啥，并就此记录下来。 大家都是法盲 从事法律工作十几年来，老T时常感到感到无助，怀疑是不是因为自己能力水平太差，是不是因为自己当年读的大学层次不够，总是出现本领恐慌甚至有点自卑，面对同行的专业素养和能力，经常手足无措。有时候面对新问题不知如何下手，面对困难问题不知从哪切入，面对一些无可奈何的事情，总是内心挣扎。 这次，罗翔老师讲课的地点在佛山大学仙溪校区，也是我大学最开始的地方，在这里，我度过了人生中最为轻松快乐的时光。或许也是因为大学时过的太过安逸、舒适，以至于后来进入社会不断遭受挫折，由“从从容容、游刃有余”，逐渐演变为“匆匆忙忙、连滚带爬”。不过，无论如何还是庆幸自己当年高考选择了佛大，选择了法学这个专业，虽然毕业后磕磕绊绊，四处碰壁，但最终，又回到了佛山，重拾了法律工作。 在罗翔老师的授课中，贯穿整场的一条主线是“我是法盲”“大家都是法盲”。他列举了大量刑事司法实践案例，这些案例中绝大多数都是涉及各类部门法，包括行政法、经济法、自然资源与环境保护法、国际法等等，每当提到这种跨部门法的案例时，他都会不由自主拉长音调，自嘲自己真是个“法盲”。 的确，目前我国法律体系之庞大，毋庸置疑。比如他讲到一些“购买什么品种鹦鹉构成犯罪？” “用弹弓打麻雀在什么时间、什么地点构成犯罪？”“自己网上海淘购买哪些药品会构成犯罪？”“薅联程飞机票羊毛是否构成犯罪？”“无证办广场舞培训班是否构成犯罪？”等等。 事实上别说一般法律工作者，就算专门研究这些领域的学者，也很难在短时间内得出答案，甚至很多时候，研究得出的结论还可能是错误的，因为部门法之庞大，有些时候不仅涉及国家层面规定，还得考虑省级以下甚至县一级行政机构的文件，而研究过程很难…

探索开化县，一个宁静的小城，体验根雕艺术和开化纸的历史，漫步马金溪畔，欣赏自然美景和独特建筑，享受一场远离喧嚣的旅行。

本次沿海自驾的第57天，挑战难度极大的三清山徒步。从外双溪索道开始，历经西海岸、阳光海岸、南清园等景区，感受三清山的壮丽与秀美，体验高空栈道的惊险与震撼。

从鹰潭到上饶的沿海自驾之旅，体验龙潭湖公园的宁静与美丽，品尝当地美食如黄老头小炒黄牛肉，参观上饶博物馆和双塔公园，感受江西的自然与文化魅力。

从江西抚州到鹰潭的自驾之旅，探索了龙虎山的道教文化，游览了上清古镇，品尝了地道的牛骨粉，体验了不一样的江西风情。

本文记录了沿海自驾游第54天在抚州的行程，参观了抚州博物馆、文昌里历史文化街区，品尝了江西特色米粉，体验了抚州的历史文化魅力。

很久没有在 blog 里发「文章」了，借口当然很多，但最主要的还是少了表达欲，那种喷涌而出的感觉。每次打开 Obsidian，  ( 1 min )

赣州Day53旅行记，探索福寿沟博物馆、赣州古城墙、郁孤台等地标，体验赣南客家文化，记录一家三口的愉快旅程。

人们所说的未来，其实就是明天。  ( 1 min )

最近在 Slate 上看到一个名叫 Giovanni Garcia-Fenech 的作者以《美国吃掉了我的名字》为题，写了一篇很有意思的文章。刚好，老T前些天也简单写了个 10月1日即将实施的K签证对普通人有什么影响 分析可能出现的外国移民现象，不由得开始思考，是否外国人到中国时也会遇到“吃掉名字”这种问题。 美国吃掉了我的名字 这篇《How the Government Ate My Name》文章作者出生于墨西哥，全名有四个名字 Leonel Giovanni García Fenech，这在西班牙语国家是标准起名方法，体现了家族传承和历史文化。 但作者在移民美国后，他的名字因美国官僚系统而被简化，在入籍时去掉一个名字，在驾照和护照上名字出现顺序混乱，甚至被缩写为“Giovanni F. Garcia”。 作者后来从美国移居西班牙时，又因文件上的名字不匹配而无法获取墨西哥护照。作者幽默地描述了这些经历，强调名字作为身份载体的脆弱性，以及在不同国家因为名字变更时所带来的不便。 最让老T感到惊讶的是，在这篇文章的末尾，作者提到的一个小故事： 作者在西班牙的一个小店看到一个来自中国的上了年纪的老板娘，这个老板娘的名字居然叫“Lola”（萝拉），而这个“Lola”名字的由来，仅仅是因为此前这个店里有一个名叫“Lola”的小姑娘在此工作过，有客人经常上门就问“萝拉在哪？”于是这个中国老板娘就在一声一声的询问中，变成了“萝拉”。 其他国家的情况 美国的情况主要是基于英文环境，不支持 ASCII （英文字母及其标点符号）以外的字符，导致 ü、ä、ß 等字母都被替换。对长名字也存在文化抵触，即便是姓名中有三个词，也总是拧巴的将中间那个省略掉或者简写。例如，奥巴马的 Barack Hussein Obama 绝大多数时候都只写 Barack Obama 或者简写成 Barack H.…

在2025暑假沿海自驾游的第52天，作者从梅关古道来到赣州，探索了赣州博物馆和江南宋城，体验了赣州的历史文化和美食，与家人共享旅程的温馨。

在2025年暑假的第五十一天，作者探索了梅关古道，体验了古代交通要道的历史和文化，同时欣赏了赣州和大余县的自然与人文景观。

这个国庆长假，跟往年过的别无二致。最近10来年，老T除了个别年份的国庆长假期间有外出旅游，其余时间大多是自驾车辆往返于湘粤“两个家”之间。 如果一定要说有什么不同，那这次主要区别就是因家里出行人数较多，5座小车坐不下，又单独给家人买了火车票。正是这次买火车票的经历，让老T重新认识了巴士这种交通工具。 曾经的天坑 讲起巴士，老T身上就有一把辛酸史。高中时，从乡里乘车去县城的中巴车上四五次被偷学费、生活费；大学时，从乡里去衡阳火车站的路上也被偷过生活费、手机。就连不经过火车站中转的长途巴士也被骗过。2012年春运，老T花费320元购买了一张衡山到佛山的长途车票，结果车子一到花都，司机就想把乘客赶下车。也就幸好当年老T用的黑莓手机已经有带GPS定位的谷歌地图，最终据理力争下，才让司机把车开进了广州市区。 回看这段经历，老T感觉恍如隔世，2012年至今不过13年。电子地图这种新鲜事物在当时大多数人手机上还未普及，而如今，几乎所有人早已习惯电子地图这种基础设施般的服务所带来便利性。也正是这种便利性，让曾经的很多“坑”都被填平了。 现在是真香 由于老T决定帮家人买火车票时已邻近国庆，只剩两天时间，不管是高铁票还是普铁票，几乎都出售殆尽，只剩一些普铁无座票还有售。没办法，也只能硬着头皮买张广州白云站到长沙火车站的无座票先顶着。毕竟时间也不长，总比超载挤在小车里熬十几个小时堵车要强。 比较头疼的是进出火车站的交通工具选择。两头的火车站离家都挺远：家里到广州白云站有60公里，从长沙火车站回老家有140公里（正常是到衡阳下，但衡阳没票）。以往常规方法是选择两边的汽车站到汽车站，然后再从汽车站转火车站。 但老T在微信上搜索发现，现在的巴士，居然已经不需要去汽车站了，而是可以直接在附近公交站上车，甚至有的巴士还能直接上门接送，跟网约车、顺风车没任何区别。 最关键的是，这种巴士还特别便宜。老T随手一查，发现广州到深圳的这种巴士居然有长期只卖19.9元的，甚至还有卖9.9元的。 看到这，老T不禁对此产生了兴趣，想了解下这背后到底有什么原因。 变化的原因 老T一边刷着各种微信小程序，一边在网上搜罗资料。 发现，这几年城际巴士的“变身”，主要得益于互联网平台的强势介入。 过去，巴士运营大多靠传统的汽车站和固定线路，效率低下，成本高企。像老T老家县城的公交公司，前几年亏损后停运了很长一段时间，顺带逼得县城到长沙的热门线路都被砍了一大半，结局就是越降本增效，越进入恶性循环，最终只能全部推倒从头再来，靠着将农村中巴线路全部整合进去，才重新盘活。 现在，各种互联网平台依托大数据和算法，通过优化线路和调度，能实现点对点甚至上门接送的服务。乘客不用再大老远跑到汽车站排队买票，直接在手机上选好时间和地点，巴士就近上车，省时省力。 更重要的是，价格为什么这么低？老T觉得，这一方面应该是平台之间的“补贴大战”，为了抢占市场份额，往往通过烧钱补贴来吸引用户，比如五六十公里的线路，长期保持在19.9元甚至9.9元这种“白菜价”。另一方面，大巴电动化所带来的运营成本的降低也功不可没。随着电动巴士的普及，油费支出大幅下降，加上共享经济模式，车辆利用率更高，空载率低，自然能把价格压下来。 老T看到一篇报道，说这种城际巴士的低价策略，其实并不意味着不赚钱。连顺风车都有全职开的，能载几十人的大巴车，平摊下来成本确实也很低。 想想看，高铁虽然快，但票价动辄几百；自驾油费加高速费也不少；飞机更别提了。巴士这种“老古董”借着科技东风，摇身一变，竟成了性价比之王。

从丹霞山出发，探访仁化县城与南雄市，体验锦江美景、古镇风情及美食，感受粤港澳大湾区的独特魅力。

这几天在知乎有个炒的火热的话题。国家即将开始颁发的K签证，引发很多人焦虑，是否外国人也要进来抢饭碗？ 老T从自己视角也试着简单回答了一下。 总体来说，我认为这个签证政策对普通人没啥影响。K签讲白了还是个技术移民签证，虽然国家层面还没有制定具体办法，但大概率是按照美国H1B模式的。 为啥现在要招外国人参与搞技术？ 重点还是服务国内制造业产业升级和关联产业需求。最主要是需要有懂第三世界国家语言、习俗、社会规范、消费习惯的人过来参与源头生产。 毫无疑问，美国IT互联网巨头里边大量印度裔员工，对美国科技公司开拓印度市场、理解印度用户需求、以及产品设计中融入某些印度文化元素，起到了重要的催化剂、加速器和桥梁作用。 中国制造想要有全球影响力，不是说在终端市场搞些研发中心就能解决问题，不可避免需要更多具有原生文化背景的外国人参与。 而这类职业生态位，与本国人力资源几乎没有竞争关系。 对普通人有什么影响？ 对普通人而言，K签证的实施几乎不会产生直接冲击。 它并非为了填补国内技术人才的“数量缺口”，而是精准地瞄准了“特定能力缺口”，即中国制造需要深度嵌入新兴市场本土语境（语言、文化、消费心理、社会网络）的稀缺能力。 这类引进人才的核心价值，在于帮助中国制造业和关联产业从源头设计、生产环节就精准锚定海外目标市场的真实需求，减少“水土不服”。这与本土人才在技术研发、生产管理、国内市场开拓等方面的核心能力是高度互补而非竞争的关系。 本质上，K签证是中国产业全球化深化到新阶段，为提升“本地化能力”和“源头创新适配性”而进行的一次战略性人才资源配置优化，其影响在于提升中国制造的全球竞争力与渗透力，而非与普通人争夺就业机会。 会不会引进洋垃圾？ 老T也很理解大多数人对这种问题的想法，动则关联到留学生问题。 但说到底，工作签证的前提是有工作，是国内企业愿意招外国人进来，是老板要真金白银给外国人发工资，需要解决企业内部沟通、管理问题，不可能有哪个老板请个“爹”来上班。如果不能发光发热，或者公司内部排斥导致其无法工作，那自然而然签证也就失效了。

探索丹霞山的核心景区——阳元石与长老峰，体验云崖栈道、九九天梯的惊险，欣赏嘉遁亭与观日亭的壮丽风景，感受大自然的鬼斧神工。  ( 1 min )

探索韶关的美丽风光，从韶阳楼的壮丽景色到丹霞山的自然奇观，感受韶关的历史文化和独特魅力。

在韶关自驾游的第47天，探索了马坝人石峡遗址和百年东街。深入了解马坝人的历史，欣赏韶关的自然美景和文化遗产，感受韶关的独特魅力。

最近受“桦加沙”台风影响，夜里气温不上不下，开空调嫌冷，不开又有点闷。老T想着省点电，就没开空调，靠电风扇吹了一夜。结果，省电不成，倒把自己吹感冒了。 起初就是个普通感冒，流了两天鼻涕。可没想到，鼻涕快消停时，嗅觉突然又没了！ 这已经是我第四次经历嗅觉丧失了。 第一次是2022年底阳了之后；第二次是2023年，感觉像是新冠回潮；第三次是去年冬天，症状也像新冠。但这次，我敢肯定不是新冠，用试纸测了，只有一条线。 这让我忍不住琢磨：搞不好前两次也不是新冠呢？ 因为除了第一次阳了和这次测了，中间那两次我其实都没做检测，当时只当是新冠了。现在想想，真有点细思恐极：难道得过新冠之后，再遇上普通感冒也会触发嗅觉失灵？ 作为医学门外汉，老T只好求助网络，想弄清楚感冒和嗅觉失灵之间到底有没有关联，也希望能给有类似经历的朋友一点参考。 要回答这个问题，得从科学角度切入。老T在 Science 上查到一项研究显示，新冠病毒对嗅觉系统的冲击远超普通感冒。它不像感冒那样主要是鼻塞堵路，而是直接“入侵”嗅觉上皮，也就是鼻子里的那些负责闻味儿的细胞。病毒通过 ACE2 受体进入支持细胞（sustentacular cells），导致炎症风暴，进而影响嗅觉神经元。这不是一次性的损伤，而是可能留下“后遗症”：慢性炎症或神经修复不全，让嗅觉系统变得脆弱。 由于老T看不懂这些具体内容，只能简单联想：新冠就好像一场“地震”，震坏了嗅觉基础结构，后续的小感冒则类似“余震”，轻易就能触发嗅觉失灵。 具体到复发机制，《英国医学杂志》上的 Post-viral olfactory loss and parosmia 文章指出，新冠患者嗅觉失灵的发生率高达 50%，其中许多人会发展为持久型或异嗅（闻到的味道变味儿），感染后6个月仍有27-60%的患者有嗅觉问题，1年后26.5-46%，甚至2年后还有8.3%。 为什么普通感冒会“借力打力”？因为感冒病毒（如鼻病毒）通常只引起暂时性鼻炎，但在前新冠患者身上，它可能放大残留的炎症。譬如，一篇案例研究描述了患者反复嗅觉失灵，可能源于过度炎症、再感染或病毒复制反弹。我的经历就很贴合：每次感冒后，不是鼻塞时就失灵，而是恢复期突然发作，这暗示不是机械堵塞，而是神经信号出了岔子。另一项研究进一步证实，后新冠嗅觉功能障碍与“长新冠”相关，涉及免疫细胞浸润和嗅觉上皮基因表达改变，导致系统对新感染更敏感。 当然，这其实也不是什么大事，绝大多数情况下，这种嗅觉失常现象，都能在一两个星期内逐渐恢复，尤其是年轻患者。 我自己这几天也在试着搞点恢复训练，闻闻柠檬、薄荷这些强烈气味，好像现在已经好很多了。 假如你也遇上类似情况，别慌，记录下来，或许像我一样，找找背后的科学依据，心里就能多几分踏实。 生活本就五味杂陈，闻不着时，就多尝尝回忆的味道吧。 参考文献： Olfactory and gustatory dysfunctions as a clinical presentation of mild-to-moderate forms of the coronavirus disease (COVID-19): A multicenter European study. https://link.springer.com/article/10.1007/s00405-020-05965-1 Post-viral olfactory loss and parosmia. https://pubmed.ncbi.nlm.nih.gov/37841969/ Long-lasting olfactory dysfunction in COVID-19 patients https://link.springer.com/article/10.1007/s00405-021-07153-1 Non-neuronal expression of SARS-CoV-2 entry genes in the olfactory system suggests mechanisms underlying COVID-19-associated anosmia. https://www.science.org/doi/10.1126/sciadv.abc5801 Prognosis and persistence of smell and taste dysfunction in patients with covid-19: meta-analysis with parametric cure modelling of recovery curves https://pubmed.ncbi.nlm.nih.gov/35896188/

从英德出发，沿北江一路自驾至韶关，途经G240国道和020乡道，欣赏北江画卷与喀斯特地貌的壮丽景色，体验京广铁路的繁忙与北江的宁静。

2025暑期沿海自驾游的第45天，沿北江行驶，途经清远、英德，探索上岳古村，欣赏岭南建筑，体验G240国道的北江画卷美景，记录了一段难忘的自驾旅程。

在佛冈县的上岳古村，探索了具有深厚文化底蕴的岭南古村落，感受了朱熹后裔的历史传承。随后在民安小镇体验了当地生活，等待台风的到来，度过了一个宁静的夜晚。

沿海自驾Day43，探访广州珠江沿岸与沙面岛，欣赏广州塔与海心沙的独特城市天际线，感受沙面岛的历史文化氛围，体验广州的历史与现代交融之美。

从深圳到广州的自驾旅程，雨中游览松山湖，错过华为欧洲小镇，与久违的广州朋友聚会，享受温暖的情谊与旅途中的每一刻。

在深圳体验了一场美妙的早茶，品尝了繁楼的多款广式点心，随后与朋友一起轻松爬上铁仔山，俯瞰深圳的城市风光，感受这座年轻城市的活力与包容。

从 9 月 1 日老T正式开始启用公众号算起，到今天刚好 10 天，这 10 天说短也短，说长也长。短的是，自 2008 年老T开始网络写作以来，这 10 天几乎可以忽略不计。长的是，这 10 天算是老T 17 年写作历程中收获最多的时期，充满了新鲜感和挑战。 微信公众号简要回顾 这 10 天里，老T公众号共更新 10 篇文章，其中 8 篇都是从博客搬到公众号的，只有 2 篇是近期新作。 在 8 篇搬迁的文章中，前 4 篇基本就是直接从博客复制粘贴，后 4 篇经过了大范围修订，几乎相当于重新写了一遍。 10 篇文章共计阅读量 2.2 万，其中最高的约 1 万，最少的 17。 另外，老T也收获了首个赞赏，来自安徽的网友 @Chulixia, 在此表示衷心的感谢！ 微信公众号与博客的区别 本来，老T以为微信公众号只是另一个信息发布平台，在已有文稿的基础上，简单发布即可。但由于微信天然的社交属性，这种想法很快就破灭了。微信公众号和博客看似都是写作平台，但本质上差异巨大，尤其是传播机制、读者互动和写作要求等方面。下面，老T就结合这 10 天的亲身经历，谈谈几点主要区别。 推荐算法与搜索排名 微信公众号的核心是推荐算法，它像一个无形的编辑，总在决定每篇文章能不能被推送到更多人面前。老T感觉这些天来，无时无刻不在被算法左右：文章标题要吸引人、内容要迎合读者口味、甚至发布时间都要卡点。 举个例子，老T的公众号目前总阅读量约 2.2 万，其中 90.4% 都来自算法推荐。如果算法不喜欢老T的文章，它就静静躺在后台，阅读量寥寥无几。 相比之下，博客更像一个安静的图书馆，主要面对搜索引擎。文章一发，就扔到网络大海里，由用户自己去搜索、发现。没有算法的“喜好”来左右，不管写的是专业知识还是个人心得，都只是共享出去，设置好关键词，等着有缘人来找。例如，老T的博客文章，很多都是 10 几年前写的，但通过搜索引擎，至今还能带来流量。 这种区别让写作心态完全不同。在微信上，老T得使劲琢磨“算法会不会推”，而在博客，老T只需问自己“这个内容有没有价值”就行。 订阅数 微信公众号的价值很大程度上取决于粉丝数。粉丝越多，推送就越稳，阅读基数越高。老T这 10 天，粉丝从 0 涨到 100+，主要靠算法推荐拉新。但目前粉丝基数很小，新文章容易石沉大海。 博客的订阅数（比如 RSS 或邮件订阅）则没那么关键。博客读者往往是零散的搜索流量，订阅只是锦上添花。老T的博客订阅者不多，但文章通过 SEO 优化，也能持续吸引新访客。简单说，微信更像是是“粉丝经济”，而博客一直是“内容长尾”，前者靠积累人气，后者靠积累内容。 另外，这里老T再补充另一个经常使用的知乎平台情况，完全是另外一套逻辑的。知乎既不靠粉丝数，也不靠搜索引擎，甚至也可以说不靠算法推荐。因为它默认使用算法将问题推送给所有潜在创作者和读者，创作者只需要沿着知乎推荐的问题进行回答即可获得大量自然流量，也算是另一种“算法平权”。例如，老T最近一个月在知乎的回答几个问题，累计阅读近 40 万，绝大多数阅读量都来源于用户被知乎问题所吸引而点进页面后查看的。不管是作为创作者还是用户，老T都完全不用担心算法或关注数的影响。 写作风格 这 10 天下来，老T感觉微信公众号的生态不适合太长、太专业的写法。读者大多用的是碎片化时间在阅读，刷朋友圈或订阅号时，更喜欢短平快的内容。老T花大力气写了几篇 5000 字以上的长文，比如分析印度强奸率、研究外国人如何看待93阅兵等，但阅读量和推荐最多的，反而是飞牛 NAS 相关的那些 2000 字以内的实用性文章。当然，这也可能因为内容差异，几篇长的文章，公众号后台审核后都明确不给推荐。 博客则更注重专业性和深度。没有什么限制，可以尽情展开，写成万字长文也没关系，因为读者是主动搜索来的，往往有特定需求。老T在博客上写的那些长篇内容，阅读量虽不高，但反馈很专业，读者留言讨论也更深入。微信像快餐，博客像大餐，前者求速，后者求精。 推荐限制的不确定性 微信的运营规范有 23000 多字四五百条内容，说是包罗万象也不夸张。但创作者并不知道这些具体规范的阈值，只有写完提交后，才能从助推审核结果中看出端倪。老T阅读量最少的那几篇文章，至今没搞清到底因为什么原因不给推荐，反正后台通知就一句话：“不符合微信公众平台运营规范”。 博客则没这些烦恼，只要遵纪守法即可，搜索引擎抓取后，更多的由用户自己判断。顶多是 SEO 优化的问题，但至少透明可控。 结语 总之，这10天让老T深刻感受到，微信公众号更像一场算法游戏，需要不断试错、优化。而博客则更适合个性化创作，注重长效价值。当然，两者不是非此即彼，老T会继续双管齐下，保持两边同步更新。希望这些心得对其他创作者有帮助。如果你也有类似经历，欢迎留言交流！

保持内心平静不是无视焦虑泛滥这个现实。相反，平静是在给予我们适应这个瞬息万变的世界所需的韧性、能量以及耐力。  ( 1 min )

昨天在 QQ 群看到朋友说我码字已经超 100 万。确实，截止目前，Hugo 统计 359 篇文章，已合计 1036977 字。其实这个统计在到八九十万的时候，我还是比较关注，毕竟很快要到 100 万，心里还有点激动。但真等到后边恰好破百万时，又没怎么在意了。这让我想到心理学中的目标达成悖论：人们往往在追求目标时投入巨大情感，真正实现后却可能产生空虚感。 回顾码字经历 这次码字破 100 万，也许是个迟来的“成就”。毕竟，熟悉老T的老朋友，特别是从 2008 年开始一起加入 Blogfans 的老兄弟们，都知道我曾经多次大量删除过以往的文章。按照老T在 2017 年留下的老 Mysql 数据库统计，当时字数就已经有 114 万，只是当年并没有去想过这个问题。而如今留下的这些内容里边，属于 2017 年以前写的，占原本比例应该不足 1/4 。不过，不管怎样，这次破 100 万，对自己来说还是有一定纪念意义。 最初想法 回顾老T 2008 年以来码字的经历，我想正是印证了最初写下的那句 When each sunrise, we start a new. 虽然在当年，这句话更多表达的是新生之意，晨光初启、新途又始。到后来，随着日复一日的坚持更新，这句话逐渐演变为红日再升、新章复启。如今，站在新的起点，我更多的在想，这很可能又是一个破晓之时，需要境界新开了。 1 2 3 4 5 6 7 8 9 10 11 12 --- title: "您好, 世界!" slug: "hello-world" date: 2008-05-21 categories: ["技术"] tags: ["WordPress"] --- 经过十多小时从零开始的学习，我终于开通了自己的第一个网站。 在这里我要特别感谢抓抓，要是没有他在最后一刻发出的消息免费提供了本网站的…  ( 1 min )

2020年，老T曾以这个标题写过一篇简单的 文章，主要是因为当年在百度上搜索这个问题答案时，找到的都是千篇一律洗稿内容，鲜有能够讲清这个问题的文章。 甚至可以说，当时网上大多数关于这个问题的解答都是在瞎扯。有些讨论下边，还各种对提问者挖苦、讥讽，认为提问者丝毫不懂网络常识，但又不给出解决问题的思路办法。由于当年老T也恰好遇到这个问题，便进行一番研究。 现今5年过去，国内网络环境又与此前有了一些不同，千兆宽带已成标配，甚至万兆宽带也开始进入部分家庭，老T觉得有必要重新对这个问题进行梳理。 为何1000M光纤宽带，测速只有300M？ 当年老T遇到这个问题，首要原因就出在路由器上。 在1000M光纤刚开始进入千家万户的时候，由于多数家庭用户还在使用旧型号路由器，有些路由器虽然参数上写着支持 1000Mbps 网口，但那个网速只是供内网传输使用的，内外网之间的速度并不能达到 1000M。 也就是说，在内网配置没有明显问题的情况下，用户将两台电脑同时用网线连接到路由器时，这两台电脑之间的内网传输速度能够达到 1000Mbps。 而当用户通过这台路由器连接外网时，这时由于路由器内部芯片处理能力限制，传输速度就会骤减至 300-500Mbps。 老T 画了个示意图，争取把这个逻辑展示清楚。 5年前，不少家庭用户都是因为这个情况导致测速结果达不到运营商标称的速度。 例如： 网件 R7000 WAN TO LAN 最大速率：931 Mbps  网件 R6300v2 WAN TO LAN 最大速率：806 Mbps  华硕 AC68U WAN TO LAN 最大速率: 754.5 Mbps  TP-LINK TGR1900 WAN TO LAN 最大速率: 631 Mbps 网件 R6100 WAN TO LAN 最大速率: 93.1 Mbps 不过，当年老T 遇到的问题比这个还稍微复杂…  ( 1 min )

纪念中国人民抗日战争暨世界反法西斯战争胜利80周年阅兵仪式在昨日隆重举行。老话说，国之大事，在祀与戎，而和平年代的阅兵式，正是这两件事的完美结合。作为当今世界最受关注的事件，老T在网上冲浪过程中，也看到不少外国人的评价，其中很多都比较有意思，这里也简单跟大家分享一下。 俄罗斯人如何看待93阅兵 老T在日常混迹的多个技术论坛上都看到有人发贴讨论中国的阅兵式，其中最典型的评论就是：“看吧，中国果然没有向俄罗斯提供武器，不然战争局面早就改写了。” 由于在多个平台都看到这种评论，老T也感觉摸不着头脑。只能说，相比西方媒体这些年大肆宣扬的“中国威胁论”，西方民间对俄罗斯的恐惧感，确实是入心入肺了。 由于我们这一代人都在亲身经历中国工业现代化进程，对国内的制造能力早已有充分认识。哪怕按照最朴素的唯物主义思维也知道，一个常住人口和GDP都比不过广东的国家，制造能力显然跟中国有巨大差距。 但西方老百姓长期受媒体偏见影响，对中国的这种能力认识还是存在较大偏差。而此次阅兵展示，一定程度上也算是在帮他们纠偏。 不过，在这过程中，我也很好奇，就是作为这种评论里的另一方，俄罗斯人会如何看待中国阅兵呢？ 老T特意找了些懂俄语的朋友帮忙，也翻了翻俄罗斯两大社交平台 VK.com 和 Pikabu.ru，了解下到底俄罗斯普通网友有何观后感。 “大受震撼”的技术派 主要评论包括： “规模惊人！技术顶尖！” “正步完美，装备像科幻片” “机器狗和核导弹？中国准备好应对一切了” “水下无人机和机器人才是未来战争，中国AI武器领先了” “新型坦克配高超音速导弹…北约想清楚要和谁打了吗？” 照老T说，这反应在我们这边看来也还算实在。我们天天看着“下饺子” 新装备官宣，可能有点习以为常了。但对俄罗斯人来说，这次阅兵式上展示的装备，特别是高超音速、无人机、AI 这些新装备，确实刷新了他们的认知，甚至带点羡慕…

周日下午，老T准备在 PVE 装个 RouterOS 测试，结果发现无法创建虚拟机。具体表现是，在虚拟机创建页面，节点处提示 “Node epson seems to be offline” ，然后 PVE 面板上，节点显示灰色问号，提示状态为 “Unknown”。由此，开始了老T一段跌宕起伏的 Bug 修复过程。 PVE 存储设备配置冲突 遇到 Bug 后，老T第一时间怀疑是不是节点配置冲突。因为节点内的虚拟机本身在正常运行，除了节点上有灰色问号，在节点中还有两个存储设备也同样显示黑色问号。 这两个存储设备实际就是主机中的两个机械硬盘。此前，老T将这两个机械硬盘挂载后，直通给了 100 号虚拟机使用。 但考虑到虚拟机中无法读取硬盘温度，便分离了存储，改用 PCI-E 硬件直通，将 SATA 控制器直通到虚拟机。故此遗留两个过期的存储设备。 于是老T在 PVE 面板中直接删除了两个存储设备，然后刷新，看到问题依旧。 老T在想，是否是因为集群状态还没更新，于是重启并强制刷新集群状态，同时检查存储挂载情况。 1 2 3 systemctl restart pve-cluster systemctl restart corosync pvesm status 果然，存储状态有点问题。PVE 配置中保留了两个 HDD 的 LVM 存储定义，但实际物理磁盘已经直通给 100 号虚拟机不可见。 1 2 3 4 5 6 7 8 root@epson:# pvesm status Command failed with status code 5. command '/sbin/vgscan --ignorelockingfailure --mknodes' failed: exit code 5 Name Type Status Total Used …  ( 4 min )

这是老 T 在 8 月份的说说内容，这里将其一并提取发布，主要包括 Folo RSS 更换域名后的一些问题，医保用药问题，汽车滤芯损毁问题，以及在使用飞牛和群晖过程中遇到的一些问题等。 Github issue 作为博客说说发布页面的模板设置问题 在设置模板过程中，需要留意以下几个问题： 页面构建缓存。可能导致页面内容可能无法更新。 1 2 3 4 5 6 {{ $url := "https://api.github.com/repos/user/moments/issues/1/comments" }} {{ $opts := dict "headers" (dict "User-Agent" "Hugo Static Site Generator") "cache" 300 "cacheKey" (printf "gh-comments-%s" (now.Format "2006-01-02-15:04")) }} 内容排序。 github issue api 输出数据是最新的内容在后边，需要倒过来。 1 2 3 4 {{ with resources.GetRemote $url $opts }} {{ if and .Content (ne .Content "") }} {{ $comments := .Content | transform.Unmarshal (dict "format" "json") }} {{ $sortedComments := sort $comments "created_at" "desc" }} 时间格式。github issue 默认使用 UTC 时间，中国的话，需要在基准上加8个小时。 1 2 3 {{ (.created_at |…  ( 1 min )

虽然还没到 9 月 1 日，但我儿子今天已经提前去学校适应小学生活，随着新的阶段到来，我也想着给本博客换个名称。过程中，找两个小孩帮忙，顺便给他们解释了一下网站域名 Lawtee的含义，然后，不知怎得，两娃就突然开始喊我“老T”。感觉也是天意注定，那我就将本博名字改叫“老T博客”吧。 老T即Lawtee 去年我在选择 Lawtee.com 这个域名时，本来也没想太多，主要是 5 位带 law 三个字母的 com 域名，早已被注册殆尽，而 6 字母中带这三个字母的，也所剩无几，矮个子里边挑高个，最后也就选了这个。 在英文发音中，Law 的美式发音 /lɑː/ 读起来跟 老 字很相近，而 Tee 发音为 /tiː/ 跟字母 T 一模一样。因此，Lawtee 读成 “老T” 倒也显得理所应当。 这次更名前，我也在网上简单搜索了一下，好像叫“老T”这种名字的也不多，那就这样用了。 为什么不再用之前名称 此前，我将本博取名 “法律小茶馆” 其实是按照 Lawtee 意译而来，在一些欧洲国家，Tee 就是茶的意思，跟 Tea 的发音也没啥区别。 但正如目前所现，本博其实大部分内容都跟法律没啥关系，与法律相关主题最多能占到 1/4，强行取个这样的名字，很容易让人误解。 不过，总的来说，由于我长期从事法律工作，这个域名倒也没有继续更换的必要。只是文字介绍需要稍微变动一下，不再着重强调自己的职业，而是依据内容展现方向，改成了“法律、科技和生活”。 毕竟，工作只占日常 1/3 不到的时间，工作之余，这个身份也没有必要随时挂着碍眼了。 未来有何规划 这里还是引用之前更换 Lawtee.com 域名时的想法吧，其实也没什么大的变化。 正如我在 关于 页面中提到： “到 2023 年，自己也已经接近 35 岁，在一些行业都是开始想着退休的年龄，于是回头重构一下博客，想着就这样定型玩下去。” …  ( 2 min )

最近，我家一个智能马桶盖出故障，控制板上，除了水温按钮有反应，其他按钮全失灵，而且重新上电也没任何反应。直觉告诉我，这应该不是单一故障，而是多个问题同时存在所导致。为此，我晚上花了几个小时仔细研究了一下这个产品。 故障表现 这台松下 EKS09 智能马桶盖是我 2019 年买的，迄今已接近 6 年，超出了五年保质期。要么自己修，要么换新的。 考虑到我之后买的两个马桶盖水压普遍偏大，而这个松下的冲水柔和，主要是小孩在用，所以我第一反应还是想通过维修来解决。 此前这个马桶盖曾出现过按键失灵情况，一度所有按钮都没反应，但隔天又好了，应该是排线板接触不良或腐蚀问题。 这次故障更加麻烦点。 控制面板上 8 个按钮。其中 6 个功能控制键中，只有 1 个水温键有反应；测试键方面，长按测试后灯常亮，但没进入测试，并且无论如何无法退出测试，着座键及灯光正常。 在断电重新上电后，只听到电机嗡嗡声，但不出水，冲洗杆也不伸出来。 问题查找和维修过程 由于我此前对智能马桶盖的内部构造没有研究过，直觉上认为这次应该是两个问题。 控制面板失灵； 冲洗杆马达坏了或堵了。 主板 马桶盖外壳拆解倒是比较简单，总体来说，就是卸下螺丝，稍微用力就拆出来了。但真要找到问题所在还得花点功夫。 首先是肉眼观察整个主板，发现已经作了防水处理，肉眼也没见到有元器件烧毁情况。也应证了水温按钮可以使用、上电后电机会嗡嗡出声的情况，总体功能上应该没大的问题。 出水杆 其次，重点是研究这个出水杆的构造。 这个出水杆由两个马达控制，蓝色管进水，白色管输送到出水杆中。 我一开始不知道这个东西原理，以为是出水杆末端马达控制升降，三角位的马达在抽水。 后来才知道，出水杆末端那个马达仅仅是起到旋转开关的作用，控制阀门；而控制升降的是三角位的马达。 但拆下这两个马达后，却也没发现什么异常情况。 在整机上电后，末端马达能够…

Hot off the press is Proxmox Backup Server 4.0. PBS is a great tool to use with your Proxmox VE servers to do fast and easy backups of your VMs and LXCs. It’s very easy to setup, and can be deployed in a variety of forms: bare metal, VM or LXC.  Personally, I’ve deployed Proxmox […]  ( 14 min )

之前在 群晖、迷你主机还是捡垃圾，家用NAS怎么选 提到，我家里 NAS 存储的重要家庭数据已经达到 1000GB，主要就是家中多年积累下来的照片、视频，共计约 20 万文件。虽说存储量也不大，但在迁移过程中，还是感觉很吃力，大量小文件读写，用移动硬盘复制都得几个小时。为了解决这个问题，便于日后轻松上阵，我借鉴之前在 hugo 和 soomal 项目中的经验，对 NAS 文件来了次大瘦身，节约 75% 的空间。 清理重复文件 我以前备份照片视频的模式，基本都是采取每年一到两次的频率，将相机、手机照片视频冷备份到 NAS。大体是选择在春节、国庆长假这种时间节点，以及换手机的时候，一股脑把手机上照片视频通过移动硬盘复制过去。 在这过程中，有一个比较麻烦的事情是，每次我换手机都会将上一台手机的照片视频导入新手机，而上一台手机中很多照片、视频实际上都已经在 NAS 有备份。这种情况下，如果自己备份的时候认真一点，通常会考虑删除一遍重复文件，但很多时候比较懒就没管了。造成 NAS 中实际上有不少文件都是重复版本。 要清理群晖 NAS 中的重复文件，通常有三种方法。 群晖自带的存储空间分析器。打开群晖自带的存储空间分析器，查找“潜在重复文件”，通常会输出一个 csv 文件，列明重复文件。把需要删除的文件导出为 txt，然后在“任务计划”中通过命令 cat /volume3/video/delete.txt | xargs -I {} rm -f "{}" 就能把重复文件删除。 这种方法只适合重复文件数量较少的情况。例如，我的群晖每次只支持查找 5000 个重复文件。如果重复文件显著超过这个数值，就不是很实用了。毕竟，每次查找重复文件都耗时颇多。 第三方应用工具。 群晖第三方应用市场有几款删除文件工具比较实用。例如：dupeGuru fdupes 等。我也下载测试过，但…  ( 2 min )

Many home labs have both Proxmox VE hosts (for running VMs and LXCs) as well as a Synology NAS. If you want to run Proxmox Backup Server on your Synology NAS as a VM, this post is for you. I’ll show you how to install PBS as VM on your NAS, as well as configure […]  ( 17 min )

New to Proxmox Backup Server (PBS) 4.0 is a ‘tech preview’ feature for using S3 buckets as a datastore. While many people associate S3 buckets with Amazon, it is more or less a standard that many cloud providers support. This opens up many possibilities for direct PBS to cloud backups, which is great news. However, […]  ( 18 min )

If you have a Synology NAS and want to use it with Proxmox Backup Server (PBS), you have two primary options for your datastore: NFS or an iSCSI LUN. If you want to use NFS storage, check out my previous article: How To: Setup Synology NFS for Proxmox Backup Server Datastore . However, the NFS datastore […]  ( 18 min )

This refreshed 2025 post covers using a Synology NAS NFS share as a datastore for Proxmox backups. Configuring a NFS share for the proper Proxmox Backup Server permissions can be quite challenging. The permissions requirements for PBS are different from just a basic NFS mount to a Proxmox VE host that you use for VE […]  ( 17 min )

In this article I will walk you through how to install Proxmox Backup Server (PBS) 4.0 inside of a VM running on Proxmox 9.0. You might be wondering why you might want to install PBS as a VM instead of a LXC. Good question! If you want to use iSCSI LUNs as a PBS datastore, […]  ( 24 min )