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    7 Tools I Always Install on Every New Home Lab Linux Server
    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.
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    How to Build a PromptOps Playbook for Teams
    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. […]
    Why IT Departments Need Enterprise Password Management Tools
    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 Business AI Playbook: 5 Use Cases That Pay Off Fast
    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 […]

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    5 Docker Features Most Home Labbers Are Not Using (But Should Be)
    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.
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    速领:白山智算注册即送450元大模型API代金券,手慢无
    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

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    How I Fixed Heat Buildup in My 10-Inch Mini Rack with a Simple Cooling Mod
    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.
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    投资白皮书
    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<
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    无需备案!用 Bunny CDN 加速出海项目(附入门指南)
    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

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    PegaProx Now Adds Built-In ESXi Migration and Proxmox Backup Monitoring
    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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    Heat Pump Comparison & Paul Braren Interview
    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 )
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    Building a Multimodal AI App: Understanding Images and Text
    Learn how to build a multimodal AI application that can understand and process both images and text for improved digital interactions.

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    PVE Note Buddy Is a Smarter Way to Use Proxmox Notes in Your Home Lab
    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.
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    How Video Games Became One of AI’s Biggest Testing Grounds
    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 […]
    Extracting Structured JSON from Large Language Models: A Deep Dive into OpenAI, Claude, and Gemini
    Learn how to extract structured JSON output from LLMs like OpenAI's GPT-3.5, ensuring accurate, programmatically useful data for various applications.

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    5 Home Lab VLAN Mistakes That Will Break Your Network in 2026
    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.
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    Mastering Prompt Engineering: Techniques for ChatGPT, Claude, and Gemini
    Explore prompt engineering for ChatGPT, Claude, and Gemini, unlocking the full potential of conversational AI with expert-crafted interactions.
    Mastering Prompt Engineering: Techniques for ChatGPT, Claude, and Gemini
    Explore prompt engineering for ChatGPT, Claude, and Gemini, unlocking the full potential of conversational AI with expert-crafted interactions.
    x86 to Arm Migration via Arm MCP Server, Docker MCP Toolkit, VS Code and GitHub Co-Pilot
    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 )
    Harnessing Claude Code for DevOps Automation: A Comprehensive Guide
    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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    34306/vphone-aio: 1 个脚本运行 vphone (iOS 26.1),已越狱并安装了完整的引导程序
    No content preview

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    How to Self-Host LLMs with vLLM: Performance and Cost Comparison
    Discover how to efficiently self-host large language models using vLLM to enhance performance and cut costs, while gaining greater control over your deployments.
    Best AI Video Generators in 2026 (Tested & Ranked for Creators and Builders)
    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 […]
    Understanding the Shift from Kubernetes Ingress to Gateway API and How to Migrate
    Explore the shift from Kubernetes Ingress API to Gateway API, understand their differences, and learn how to migrate effectively.
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    Adembc/lazyssh: Lazyssh 是一个基于终端的交互式 SSH 管理器,灵感来自于 lazydocker 和 k9s 等工具——但旨在直接从终端管理您的服务器集群。
    A terminal-based SSH manager inspired by lazydocker and k9s - Written in go - Adembc/lazyssh  ( 18 min )
    Sjj1024/PakePlus-Android: 轻松将任意网站/HTML/Vue/React 等项目构建为轻量级 (小于 5M) 多端桌面应用和手机应用仅需几分钟。
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    mantou132/Spotify-Lyrics: 桌面 Spotify 网络播放器即时同步歌词
    🎉 Desktop Spotify Web Player Instant Synchronised Lyrics - mantou132/Spotify-Lyrics  ( 9 min )
    MrPunyapal/pest-annotator-plugin: 一个 Pest PHP 插件,注释覆盖输出,包含类级别的细节、类型覆盖、圈复杂度、基线差异和灵活的导出格式。
    Contribute to MrPunyapal/pest-annotator-plugin development by creating an account on GitHub.  ( 14 min )
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    城市散步志:年前
    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...

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    5 Home Lab Hardware Projects Most People Keep Putting Off
    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.
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    Secure VM Data Backup and Recovery with NAKIVO
    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 Virtual Sessions for Developers at NVIDIA GTC 2026
    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 […]

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    I Tested ProxPatch in My 5-Node Proxmox Cluster. Here’s What Happened
    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.
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    grinev/opencode-telegram-bot: OpenCode Telegram 机器人客户端用于 OpenCode CLI:在您的手机上运行和监控 AI 编码任务,同时一切在您的机器上本地运行。
    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 )

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    Average Cost to Hire an App Developer in 2026: Full Pricing Guide
    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 […]
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    The Tools That Quietly Run My Home Lab Every Day in 2026
    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.
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    matheusml/zsh-ai: 将自然语言即时转换为 shell 命令。无需依赖项,无需复杂设置——只需输入所需内容,即可获得所需命令。
    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 )
    cosZone/MoePeek: 一款轻量级 macOS 划词翻译工具,纯 Swift 6 开发,设备端 Apple 翻译保护隐私,安装体积仅 5MB,后台运行内存稳定约 50MB
    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 )

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    From Startup to Stability: The Benefits of Owning a Home Care Franchise
    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 […]
    Engineering High-Performance Gold Detection Systems: Signal Processing, AI, and Ground Noise Filtering
    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 […]
    How Engagement Software Helps Leaders Build Stronger Teams
    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 […]
    Cloud Restaurant POS Buyer’s Guide: What To Look For Before You Choose
    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 […]
    How Ethernet DIA Supports Reliable Connectivity Under Heavy Demand
    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 […]
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    Proxmox Backup Server Settings I Wish I Knew Earlier
    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.
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    quoid/userscripts: 适用于 Safari 的开源用户脚本编辑器
    An open-source userscript manager for Safari. Contribute to quoid/userscripts development by creating an account on GitHub.  ( 33 min )
    saif0200/notchprompt: 用于演示和录音的 macOS 本地凹槽式提词器。
    Contribute to saif0200/notchprompt development by creating an account on GitHub.  ( 6 min )

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    2026年春节,感觉没有年味了~
    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。
  • Open

    A Small Change to My Proxmox Web UI Made It Feel More Modern
    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.
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    国行Apple Watch S11开通血压检测
    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...
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    Featured on Undecided with Matt Ferrell - Geothermal vs Air Source Heat Pump: Which is Worth It?
    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…
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    [持续更新] - 安卓 HTTPS 抓包那些事
    长期记录和更新安卓 HTTPS 抓包相关的内容与笔记。

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    This Made My Mini PC Home Lab Feel Enterprise Grade: Intel vPro with AMT
    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.
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    博客从 Hexo 迁移到了 Astro
    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 )
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    回阿里
    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。
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    Smaller and dumber
    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.
    Priority of idle hands
    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.
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    After 4 New England Winters Living With Just Heat Pumps: Insights That'll Help You and Your Contractor Plan for Comfort
    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 )

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    Why Content Teams AI Translate First And Optimise Later
    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. […]

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    第一次当爸爸
    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...
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    5 Proxmox Maintenance Tasks Most Home Labs Ignore
    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.
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    6 Best WhatsApp Business API Solutions for Developers & SaaS
    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 […]
    How We Trained Our Engineering Team To Actually Use Claude Code (not just chat with it)
    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 […]
    WordPressPilot – Deploy an AI Agent Team to Automate Your WordPress Publishing
    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 […]
    Is OpenClaw Safe to Use?
    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 […]
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    2025年度总结
    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"

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    5 Unexpected Ways to Save Power in Your Home Lab (Without Killing Performance)
    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.
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    Best Practices for Managing Sensitive Information in the Workplace
    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 […]
    How Cloud Accounting Software Can Save You Time This Tax Season
    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 […]
    India’s First Electric Air Taxi Just Got a Digital Soul And It Runs on NVIDIA Omniverse: India AI Impact Summit 2026
    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.
    Top Salesforce Customization Service Firms for Advanced CRM Personalization
    Compare five Salesforce customization service firms and see how different partners approach CRM personalization, integrations, workflow design, and enterprise-scale customization.

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    How I Patch My Proxmox Cluster Without Taking Anything Offline
    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.
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    Tips to Migrate Data From Old Architecture With Minimal Downtime
    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 […]
    7 Best Practices to Build Scalable Blockchain Solutions
    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 […]

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    Jumbo Frames Broke My Proxmox Cluster and Here’s Why
    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.
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    AI入门系列 Vibe Coding实战
    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
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    用 Docker 私有化部署 GitHub Actions Runner(Runner Fleet)
    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。

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    Is This the vCenter Experience Proxmox Has Been Missing? Meet ProxCenter
    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.
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    草莓满月仪式和生产纪实短片
    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。
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    Ollama Now Supports Subagents and Web Search in Claude Code – No MCP Servers or API Keys Required
    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 […]

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    I Built a 5-Node Proxmox and Ceph Home Lab with 17TB and Dual 10Gb LACP
    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.
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    AI入门系列 一种实用的Prompt工程: Agent Skill
    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
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    PersonaPlex-7B-v1 NVIDIA: Human-Like Speech Model
    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 […]

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    Building a Secure AI-Powered Zabbix Chat Assistant with OpenWebUI, Claude, and SSO-Based Access Control
    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 […]
    Understanding Retrieval Augmented Generation: How RAG Works Explained
    Explore how Retrieval Augmented Generation is revolutionizing AI by enhancing text generation with real-time data retrieval, offering applications precision, accuracy, and relevance.
    Understanding Retrieval Augmented Generation: How RAG Works Explained
    Explore how Retrieval Augmented Generation is revolutionizing AI by enhancing text generation with real-time data retrieval, offering applications precision, accuracy, and relevance.
    Understanding AI Agents and Chatbots: Key Differences and Why They Matter
    Discover the fundamental differences between AI agents and chatbots, their capabilities, and why selecting the right tool matters for your business's efficiency.
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    php-testo/testo: Testo 是一个可扩展的测试框架,建立在轻量级核心和中间件系统之上。它让您完全控制测试环境,同时保持您已经熟悉的 PHP 语法。
    The Testing Framework. Contribute to php-testo/testo development by creating an account on GitHub.  ( 7 min )

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    How I Made a Single Docker Host Highly Available Using Proxmox in My Home Lab
    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.
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    Deploying AI Models on Kubernetes Using KServe
    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.
    Deploying AI Models on Kubernetes Using KServe
    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.
    OpenAI API vs Claude API vs Gemini API: Developer Comparison Guide 2025
    Explore a comprehensive developer guide comparing OpenAI, Claude, and Gemini APIs. Discover how these AI platforms differ in functionality, deployment, and integration.
    Understanding AI Embeddings: A Deep Dive into Vector Search for Beginners
    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.
    Risk Mitigation: Why “Lost Keys” Are a Liability You Can’t Afford at the Office
    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 […]
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    手机使用Vectras VM安装Linux
    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
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    sudo-project/sudo: Sudo 是一个旨在允许系统管理员向用户授予有限根权限并记录根活动的程序。基本理念是尽可能少地授予权限,但仍然允许人们完成他们的工作。
    Utility to execute a command as another user. Contribute to sudo-project/sudo development by creating an account on GitHub.  ( 11 min )
    dlvhdr/diffnav: 基于 Delta 的 Git Diff 分页程序,但带有文件树,类似于 GitHub。
    A git diff pager based on delta but with a file tree, à la GitHub. - dlvhdr/diffnav  ( 12 min )

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    Understanding OpenClaw: The Open Source AI Agent Framework
    Explore the essentials of OpenClaw, an open-source AI agent framework, and understand how it stands out in building intelligent systems.
    How Platform Engineering Is Replacing Traditional DevOps Models
    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 […]
    Top 5 Reasons Why I’m Attending NVIDIA GTC 2026 (And Why You Should Too!)
    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 […]
    Running LLMs Locally with Ollama: A Complete Setup Guide
    Learn how to run Large Language Models locally with Ollama, enhancing data privacy and reducing latency for your applications.
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    I’m Documenting My Entire Home Lab as Code with RackPeek
    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.
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    AI入门系列 如何获得vibe coding相关的AI算力
    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
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    f/textream: 一款免费的 macOS 提词器,具有实时单词跟踪、经典自动滚动和语音激活滚动功能。
    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 )
    medvio/move-to-screen: 使用 ⌃⌥ + 方向键在显示器之间移动窗口。
    Contribute to medvio/move-to-screen development by creating an account on GitHub.  ( 4 min )

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    Building Stateful AI Workflows with LangGraph
    Learn how to leverage LangGraph to craft stateful AI agent workflows, crucial for handling sophisticated interactions in cloud-native environments.
    Fine-Tuning Language Models with LoRA: A Comprehensive Guide
    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.
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    5 Proxmox Management Tools I Use in My Home Lab in 2026
    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.
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    github/gh-aw:使用自然语言 Markdown 编写智能体工作流,并在 GitHub Actions 中运行它们。
    GitHub Agentic Workflows. Contribute to github/gh-aw development by creating an account on GitHub.  ( 8 min )
    sipeed/picoclaw: 🦐 PicoClaw 是一款超轻量级的个人人工智能助理,其灵感来源于纳米机器人,通过自引导过程用 Go 语言从头开始重构,由人工智能代理本身驱动整个架构迁移和代码优化。
    Tiny, Fast, and Deployable anywhere — automate the mundane, unleash your creativity - sipeed/picoclaw  ( 54 min )

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    Best AI Agent Frameworks in 2025: An In-Depth Comparison
    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.
    Famous.ai: A Conceptual Look at How It Turns Prompts Into Working Applications
    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. […]
    Common Use Cases for Free LMS Systems in Education
    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 […]
    OpenClaw Architecture Deep Dive: How It Works Under the Hood
    Explore OpenClaw, an emerging AI agent framework. This deep dive unveils its architecture, offering insights into building flexible AI-driven solutions.
    Comprehensive Guide to Kubernetes Operators: Beginner’s Insight
    Explore the world of Kubernetes Operators, learn how they automate complex tasks, and see why they are essential for managing cloud-native applications.
    Comprehensive Guide to Kubernetes Operators: Beginner’s Insight
    Explore the world of Kubernetes Operators, learn how they automate complex tasks, and see why they are essential for managing cloud-native applications.
    iPhone Not Charging or Losing Battery Fast? Easy Fixes
    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 […]
    Fixing Boot Loops and Frozen Systems: Advanced Recovery Mode Techniques
    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: The Ultimate Docker and Ollama Setup
    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. […]
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    What I’d Do (and Avoid) If I Were Building a Home Lab in 2026
    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.
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    spatie/laravel-openapi-cli: 将任何 OpenAPI 规范转化为专用的 Laravel artisan 命令。每个端点都有自己的命令,并为路径参数、查询参数和请求体提供类型化选项。
    Create a Laravel command for your OpenAPI specs. Contribute to spatie/laravel-openapi-cli development by creating an account on GitHub.  ( 7 min )
    spatie/laravel-screenshot: 在 Laravel 应用程序中对网页进行截屏
    Take screenshots of web pages. Contribute to spatie/laravel-screenshot development by creating an account on GitHub.  ( 7 min )
    rebornix/Agmente: Agmente 是一个用于编码代理的 iOS 客户端。它连接到使用 ACP (代理客户端协议) 或 Codex 应用服务器协议的服务器,并在设备上显示工具调用、结果和对话历史。
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    Ollama Guide: Harnessing Its Full Potential
    Explore the capabilities of Ollama in AI model deployment, from installation to feature exploration, with a focus on Docker container benefits.
    Harnessing the Power of Ollama: A Comprehensive Guide
    Explore the capabilities of Ollama in AI model deployment, from installation to feature exploration, with a focus on Docker container benefits.
    An In-Depth Guide to Software Agents
    Explore the multifaceted world of software agents—autonomous programs vital for automation and monitoring in modern tech environments.
    Enhancing Memory in AI Agents: Integrating Short-Term and Long-Term Context
    Explore how to effectively add both short-term and long-term memory to AI agents to enhance their contextual capabilities and operational efficiency.
    Building an AI Coding Agent: Harness the Power of Machine Learning for Code Automation
    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.
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    Moving a Proxmox OS Drive Without Breaking Anything in Your Home Lab
    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.
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    rectorphp/mockstan: 将您的 PHPUnit 模拟置于严格的静态分析之下。
    Keep your PHPUnit mocks under strict eye of static analysis - rectorphp/mockstan  ( 9 min )
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    Zpic Client 发布:专为ImgURL和图链打造的高效图床客户端
    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
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    Magic Words
    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…

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    Improving the Reliability of Your Continuous Deployment Pipeline in 2026
    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 […]
    Modern Application Security: Why SAST Matters
    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 […]
    Understanding Agentic AI: How Autonomous AI Agents Operate
    Discover how Agentic AI develops autonomous agents capable of independent decision-making informed by advanced AI techniques.
    Understanding Agentic AI: Concepts, Challenges, and Applications
    Explore the world of agentic AI, where autonomous agents make independent decisions, transforming industries like healthcare and transportation.
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    Managing Multiple Proxmox Clusters Gets Messy When You Want Smarter Placement
    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.
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    Termux安装Python
    Termux安装配置 文件访问授权 1 termux-setup-storage 更换镜像源 <figure
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    AI入门系列 配置vibe coding工具: VSCode+Claude Code+Codex
    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

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    Why AI Agents Need Sandboxing
    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 […]
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    Docker 代理配置机制与作用域
    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。
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    自己动手实现NAS公网访问
    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
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    优雅解决国内 AI 大模型下载缓慢问题
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    BGP 跨 RIR 查询 AS-SET
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    sbarex/SourceCodeSyntaxHighlight: 该应用程序为 macOS 10.15 Catalina 及更高版本提供了快速查看扩展,用于预览源文件。内部使用 Highlight 渲染带有语法高亮的源代码。
    Quick Look extension for highlight source code files on macOS 10.15 and later. - sbarex/SourceCodeSyntaxHighlight  ( 47 min )

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    Top 9 Klaviyo Alternatives for E-commerce Brands
    Looking for Klaviyo alternatives for e-commerce brands? Discover the best marketing platforms by comparing features and pricing for stores now
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    sbarex/QLMarkdown: QLMarkdown 是一个 macOS 快速查看扩展,用于预览 Markdown 文件。
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    sbarex/MediaInfo: MacOS Finder 扩展,用于在上下文菜单上显示有关媒体文件 (图像、视频和音频)、PDF 和 Office 文件的信息。
    No content preview
    saeedvir/PaL-Server-Info: PHP 和 Laravel (PaL) 服务器信息和 Laravel 要求检查器 + PHP 和 Mysql 基准测试 + 在单个文件中扫描 PHP 配置
    No content preview
    TestFlowLabs/doctest:一个 PHP 文档测试工具,它可以从 Markdown 文件中提取代码块,在隔离的进程中执行这些代码块,并验证其输出。
    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 )
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    AI入门系列 Mac:AI时代不容忽视的设备
    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

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    This Proxmox Backup Gap Can Wipe Out Your Home Lab
    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.
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    jarv/newsgoat: NewsGoat 是一个基于终端的 RSS 阅读器
    NewsGoat is a terminal-based RSS reader. Contribute to jarv/newsgoat development by creating an account on GitHub.  ( 26 min )
    steipete/Peekaboo: Peekaboo 是一个 MacOS CLI 可选的 MCP 服务器,它使 AI 代理能够捕获应用程序或整个系统的屏幕截图,并通过本地或远程 AI 模型进行可选的可视化问题回答。
    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 )
    wzh4869/AppPorts: 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
    📦 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 )
    laravel/ai: Laravel AI SDK 提供了一个统一的、富有表现力的 API,用于与 OpenAI、Anthropic、Gemini 等 AI 提供商进行交互。
    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 )
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    SuperCool Technical Deep Dive: Architecture of Autonomous Creation
    Explore the engineering behind SuperCool. This deep dive covers intent parsing, agent orchestration, and the system architecture that powers the autonomous AI execution layer.

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    Proxmox Cluster Operations Every Home Labber Hopes They Never Need (Until They Do)
    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.
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    smughead/Loupe: 用于 AI-Agent 工作流的 MacOS 辅助功能检查器。
    macOS accessibility inspector for AI-agent workflows. Hover, annotate, copy structured output. - smughead/Loupe  ( 6 min )
    elementary/terminal: 为初级操作系统设计的终端仿真器
    Terminal emulator designed for elementary OS. Contribute to elementary/terminal development by creating an account on GitHub.  ( 5 min )
    worksome/graphlint:GraphQL 静态分析工具
    A static analysis tool for GraphQL. Contribute to worksome/graphlint development by creating an account on GitHub.  ( 7 min )
    AliRezaBeigy/paqetNG: 一个现代的 Android 应用程序,用于 paqet,这是一种使用原始套接字和 KCP 的包级代理。使用 hev-socks5-tunnel 构建,支持本地 TUN/SOCKS5 隧道。
    Android client for paqet — Root Required — Ferries Packets Across Forbidden Boundaries. - AliRezaBeigy/paqetNG  ( 8 min )
    FantasticFiasco/action-update-license-year: 拉取请求中的 GitHub 操作会更新许可证文件中的版权年份。
    GitHub Action that in a pull request updates the copyright year(s) in your license file. - FantasticFiasco/action-update-license-year  ( 31 min )
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    OpenClaw: The Complete Guide to the Open-Source AI Personal Assistant
    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.
    Claude Code and Skills: Turning AI from a Chatbot into Your Personal Developer Team
    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, […]

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    Write about the future you want
    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…
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    ClusterShell for Proxmox VE is How I Manage Every Host in My Home Lab at Once
    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.
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    VortexOne404/slipstream-client-android: Slipstream 客户端是一个轻量级和模块化的 Android 客户端:
    A Slipstream Client for android. Contribute to VortexOne404/slipstream-client-android development by creating an account on GitHub.  ( 12 min )
    lucasgelfond/zerobrew: 即插即用,速度提升 5 至 20 倍,实验性的 Homebrew 替代品。
    A 5-20x faster experimental Homebrew alternative. Contribute to lucasgelfond/zerobrew development by creating an account on GitHub.  ( 6 min )
    bim-g/hitilafu: PHP 应用程序的一个漂亮的错误页面。
    A beautiful error page for PHP applications. Contribute to bim-g/hitilafu development by creating an account on GitHub.  ( 9 min )
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    How Financial Strategy Consulting Helps Businesses Optimize Resources
    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 […]
    How AI-Driven Demand Planning Reduces Forecasting Errors
    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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    Chrome Extension 是 Vibe Coding 的绝佳载体
    No content preview

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    I Bought a 10 Gig Switch to Fix My Proxmox Ceph Cluster and It Changed Everything
    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.
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    Algorithmic Trading Explained: From Strategy Design to Automated Trading Systems
    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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    坏习惯是道好题目
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    steipete/Trimmy: Trimmy ✂️ - “粘贴一次,运行一次”:这个工具可以将多行的 shell 脚本片段压缩成一个简洁的形式,以便执行。
    "Paste once, run once." — Trimmy flattens those multi-line shell snippets you copy so they actually paste and run. - steipete/Trimmy  ( 11 min )

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    开源项目与平台应用之争:OpenAI Prism vs. ChineseResearchLaTeX
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    Why Your NAS Is the Perfect Proxmox Backup Server
    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.
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    asheshgoplani/agent-deck: AI 编码代理的终端会话管理器。
    Terminal session manager for AI coding agents. One TUI for Claude, Gemini, OpenCode, Codex, and more. - asheshgoplani/agent-deck  ( 28 min )

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    草莓第一次写真
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    LLMs for Open-Source Vulnerability Detection: A Deep Dive into Fine-Tuning, Agentic RAG, and Production-Ready Security Intelligence
    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.
    What is Moltbook? The First Social Network for AI Agents Explained
    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 […]
    How Moltbook Works Technically
    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 […]
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    sebastianbergmann/file-filter: 用于过滤文件的库,从 phpunit/phpunit 中提取。
    Library for filtering files. Contribute to sebastianbergmann/file-filter development by creating an account on GitHub.  ( 3 min )
    syi0808/screenize: 开源 MacOS 屏幕录制应用程序,具有自动缩放、光标效果和时间轴编辑功能—Screen Studio 替代方案。
    Open-source macOS screen recording app with auto-zoom, cursor effects, and timeline editing — Screen Studio alternative. - syi0808/screenize  ( 9 min )
    automazeio/vibeproxy: 原生 MacOS 菜单栏应用程序使用您的 Claude Code ChatGPT 订阅与 AI 编码工具 - 无需 API 密钥
    Native macOS menu bar app to use your Claude Code & ChatGPT subscriptions with AI coding tools - no API keys needed - automazeio/vibeproxy  ( 14 min )
    openclaw/openclaw: OpenClaw 是一款个人 AI 助手,用户可以在自己的设备上运行它。该助手支持在用户已使用的多个频道上提供回答,包括 WhatsApp、Telegram、Slack、Discord、Google Chat、Signal、iMessage、Microsoft Teams 和 WebChat,还支持 BlueBubbles、Matrix、Zalo 及 Zalo Personal 等扩展频道。它能够在 macOS、iOS 和 Android 系统上实现语音交互,并能渲染用户可控制的实时画布界面。
    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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    devcbh/laravel-ai-provider: 具有多个提供程序驱动程序的 Laravel AI 包装包。
    A Laravel AI wrapper package with multiple provider drivers. - devcbh/laravel-ai-provider  ( 16 min )
    harris21/laravel-fuse: Laravel 队列作业的断路器
    Circuit breaker for Laravel queue jobs. Contribute to harris21/laravel-fuse development by creating an account on GitHub.  ( 26 min )
    loilo/Fuse: PHP 的模糊搜索库
    🔍 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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    Best Automation Projects You Can Build for Proxmox in a Home Lab in 2026
    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.
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    Routine 就是人生的复利
    Routine 并不是束缚,而是让你摆脱内耗的工具。

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    What is the Difference in Performance Between Mini-LED, OLED, and QLED Displays
    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 […]
    Moltbot Security: A Developer’s Guide to Protection
    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 […]
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    Vibe Coding CLI评测:MoltBot的优劣
    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
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    The Easiest Performance Upgrades You Can Make in Your Home Lab in 2026
    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.
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    Coding Agent 时代,App 的核心竞争力是什么?
    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。

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    Are Home Labs Dead in 2026? The Comment That Forced Me to Rethink Everything
    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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    旧手机搭建博客的一次尝试
    <a href="#初探" class="headerlink"
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    我的笔记系统
    在 AI 时代,还有必要记笔记吗?有,非常有。

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    Monitor Your Proxmox Home Lab Like a Boss: The Monitoring Stack I Actually Use
    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.
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    VIBE CODING最佳实践-20260127
    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...
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    旧手机的新生--私人影视库
    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

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    I Tried LACP in My Proxmox Home Lab and Here’s What Actually Happened
    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 )
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    JDK25模块级导入深度解析:Java导入机制的革命性进化
    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 )
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    I'm swearing off APIs entirely
    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 )
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    The Complete AI Agent Learning Roadmap: From Zero to Building Production-Ready Agents
    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 )
    What is Clawdbot and why is it getting popular?
    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 […]

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    人保车险代位追偿不赔偿车衣破损
    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。
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    个人密码管理方案
    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
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    我的2024-2025
    2024-2025年度总结
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    Waiting for the power to go out
    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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    YanGusik/laravel-balanced-queue: 一个用于队列管理的 Laravel 包,支持在分区 (用户组) 之间进行负载均衡。非常适合需要公平作业分配和每个用户/租户的并发控制的场景。
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    I Built a Ceph Erasure-Coded NVMe Cluster in My Home Lab. Here’s What Actually Happened
    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 )
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    AI入门系列 如何使用大语言模型?
    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 )
    AI入门系列 介绍大语言模型
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    rNeomy/auto-tab-discard: 一个浏览器扩展,使用本地标签页丢弃方法 (),自动减少非活动标签页的内存使用。与使用 DOM 替换方法的替代扩展相比,这个扩展更高效,且应该更少出现错误。
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    Crafting Emails That Spark Action: Secrets to Effective Business Communication
    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 )
    Getting Started with NVIDIA Jetson Nano and Docker – Generative AI Supercomputer
    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, […]
    Designing a High‑Performance Home Office: Infrastructure, Space Planning, and Noise Control
    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, […]

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    Proxmox Tips I Wish I Knew Before Building My First Home Lab
    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 )
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    告别老旧图床!ImgURL Pro 全面重构,Zpic 正式发布,早鸟享半价优惠
    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 )
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    AI时代,个人技术博客的出路在哪里?
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    Mohamed-Galdi/vilt-filepond: Laravel 包,用于在 VILT 堆栈 (VUE、Inertia、Laravel、Tailwind) 中使用 FilePond 处理文件上传。
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    Claude Cowork: The Complete Guide to Anthropic’s AI Desktop Agent for Task Automation
    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 )
    7 Benefits of Specialized Marketing in Competitive Industries
    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 […]
    Key Insights for Investors on the Most Anticipated Market Opportunities
    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 […]
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    The Smallest Home Lab That Still Feels Like a Real Datacenter
    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 )
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    github/copilot-sdk: 用于将 GitHub Copilot 代理集成到应用和服务中的多平台 SDK
    Multi-platform SDK for integrating GitHub Copilot Agent into apps and services - github/copilot-sdk  ( 14 min )
    waadmawlood/truffle: 内存驱动程序数据库 Eloquent 模型连接的 Laravel 包
    Laravel package for in-memory driver database Eloquent model connections - waadmawlood/truffle  ( 15 min )

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    I Ran Proxmox Datacenter Manager for a Month: What It’s Actually Good At
    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.
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    affaan-m/everything-claude-code: 完整的 Claude Code 配置集合 - 代理,技能,钩子,命令,规则,MCP。
    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 )
    LinWanCen/show-comment: IDEA 插件:在文件树、行末、JSON、COBOL 显示注释
    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 )
    xai-org/x-algorithm: 该存储库包含驱动 X 上 "为您推荐" 动态的核心推荐系统。它结合了网络内内容 (来自您关注的账户) 和网络外内容 (通过基于机器学习的检索发现),并使用基于 Grok 的变换模型对所有内容进行排名。
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    记一次软 RAID1 坏盘的恢复过程
    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 )

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    Best AI Coding Agents of 2026
    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 )
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    I Don’t Miss vCenter After Moving My Home Lab to Proxmox (Here’s Why)
    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 )
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    什么是Meta Server?
    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 )
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    aymanalhattami/filament-page-with-sidebar: 在侧边栏中组织页面,以使页面之间的导航更加舒适。
    Organize pages in the sidebar in order to make navigation between pages more comfortable. - aymanalhattami/filament-page-with-sidebar  ( 19 min )

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    Why Ceph Won for Persistent Storage in My Talos Linux Kubernetes MiniLab
    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 )
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    How Smart HVAC Systems Are Becoming Part of the Modern Smart Home Tech Stack
    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 )
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    草莓熟了
    欢迎本博客的小公主:草莓。  ( 2 min )
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    op7418/Humanizer-zh: Humanizer-zh 是一个用于去除文本中 AI 生成痕迹的工具,帮助你将 AI 生成的内容改写得更自然、更像人类书写的文本。
    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 )
    RightCapitalHQ/chinese-style-guide: 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。
    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 )
    gitcoffee-os/postbot: 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。
    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 )

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    The best version of my site so far...
    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 )
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    SurrealDB with Docker Compose: A Definitive Guide
    A hands-on guide to running the multi-model database with Docker, including the Surrealist GUI Introduction SurrealDB is a next-generation, multi-model database built in Rust that’s designed to simplify modern application development. Unlike traditional databases that force you to choose between relational, document, or graph models, SurrealDB combines document, graph, relational, time-series, geospatial, and key-value data […]
    How to Run AI Coding Agents Safely with Docker Sandboxes: A Definitive Guide for Claude and Gemini Users
    The definitive guide to running AI coding agents safely with container-based isolation
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    guanguans/phpstan-rules: PHPStan 的一组附加规则。
    A set of additional rules for phpstan/phpstan. Contribute to guanguans/phpstan-rules development by creating an account on GitHub.  ( 7 min )
    chatfire-AI/huobao-drama: 🎬 一句话生成完整短剧,从剧本到成片全自动化
    🎬 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 )
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    Vibe Coding的优势与局限
    Bensz Vibe Coding的优势与局限 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 是由 Andrej Karpathy 提出的一种基于 AI 辅助的编程方式,通过自然语言与 AI 交互来生成代码 社区对 Vibe Coding 的评价呈现两极分化:支持者认为它极大提升了开发效率,批评者则担忧其会导致学习深度下降 研究显示,AI 生成的代码中近 90% 存在安全漏洞,且过度依赖 AI 会使开发者的实际效率降低 19% 专家普遍认为,挫折和深度思考是编程学习的必经之路,Vibe Coding 可能会削弱这一成长过程 平衡使用 AI 工具与坚持基础学习是未来开发者需要掌握的关键技能 前言 最近在使用 Vibe Coding 的过程中,我产生了一些复杂 […] Bensz  ( 17 min )

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    9 Home Lab Signals That Tell You You’re Building the Right Way
    Sometimes, you wonder to yourself if you are a self-hoster, am I doing this right? What can I do to make my setup better? When you first start out, progress… The post 9 Home Lab Signals That Tell You You’re Building the Right Way appeared first on Virtualization Howto.  ( 38 min )
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    Connectivity Architecture for the Modern Traveler: Ensuring Seamless Data on the Road
    Embarking on a cross-border expedition or navigating remote regions requires more than just a sense of adventure; it demands a robust connectivity strategy. In today’s travel landscape, staying online is a technical necessity rather than a luxury. A reliable connection transforms your mobile device into a central safety hub, allowing for real-time GPS synchronization and […]
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    HPWebdeveloper/laravel-stateflow: Laravel Eloquent 模型的现代企业就绪状态机实现。
    A modern, enterprise-ready state machine implementation for Laravel Eloquent models. - HPWebdeveloper/laravel-stateflow  ( 51 min )
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    IBM POWER9 微架构评测
    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 )

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    I Tested Cosmos Server: Is This the Best Home Server OS Yet?
    There are many great home server operating systems out there like TrueNAS, Unraid, Yunohost, CasaOS, Cloudron, and others. All of these are great in their own right. However, there is… The post I Tested Cosmos Server: Is This the Best Home Server OS Yet? appeared first on Virtualization Howto.
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    qianguyihao/blog-list: 中文博客琅琊榜,只收录精品独立博客
    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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    RouteOS IPv6 前缀替换
    IPv6 在实践中多使用 GUA 地址。对于多运营商环境,我们一般不会为客户端分配多个运营商的 IPv6 地址,需要给用户分配一个相对固定的地址,并通过出口网关类设备来调度用户使用哪家运营商出网。 在一些厂商中,这个功能被称为“前缀替换”,实际上这也是一种 N
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    The Top DevOps Skills in 2026 You Can Learn in a Home Lab
    Man DevOps has certainly gotten exciting for me personally. There are just so many cool things that we can do in the home lab now with very cool solutions and… The post The Top DevOps Skills in 2026 You Can Learn in a Home Lab appeared first on Virtualization Howto.  ( 40 min )
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    11 Items Every Edge ML Team Should Pack for Field Work
    Leading a field team for AI and IoT system integrations means every technician comes prepared with the right edge devices, gear, and applications for successful rollouts. When machine learning (ML) work moves out of labs, data centers, and offices and into the field, resilience takes on a whole new meaning. Supplies must be built tough […]  ( 19 min )
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    remorses/playwriter: 像 Playwright MCP,但通过扩展。上下文窗口减少 80%。能力提升 10 倍 (完整的 Playwright API)
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    osama-98/laravel-exports: 一个强大的 Laravel 包,用于以批次和块的方式导出大型数据集,支持 CSV 和 XLSX 格式。该包提供了一个干净、流畅的 API,以高效处理导出。
    Contribute to osama-98/laravel-exports development by creating an account on GitHub.  ( 30 min )
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    千万级大表新增字段实战指南:告别锁表与业务中断
    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 )
    在 SQL 中做范围查询时,使用 BETWEEN AND 和直接用 >/=/
    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 )
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    IBM POWER8 微架构评测
    IBM POWER8 微架构评测¶ 背景¶ 之前评测了很多 AMD64 和 ARM64 指令集的处理器,这次也来评测一下 PPC64LE 指令集的 IBM POWER8 微架构。 官方信息¶ IBM 关于 POWER8 微架构有如下公开信息: IBM POWER8 processor core microarchitecture 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 POWER8 的性能测试结果见 SPEC。 前端¶ L1 ICache¶ 官方信息:32 KB, 8-way set associative 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: 超出 L1 ICache 容量后,IPC 从 6 降低到了 2.4。其中 6 IPC 来自于,IBM POWER8 在 ST 模式下每周期可以发射 8 条指令,但其中分支指令最多两条,非分支指令最多六条,所以执行 NOP 指令的 IPC 只能达到 6。 测试过程详见测试代码。 L1 ITLB (aka Instruction Effective to Real Address translation Table, IERAT)¶ 官方信息:64-entry, fully associative 为了测试 L1 ITLB 的容量,构造 b 序列,每个 b 在一个单独的页(64KB 的页大小)中,观察 b 的性能: 可以看到明显的 64 pages 的拐点,对应了 64 entry 的 L1 ITLB。 测试过程详见测试代码。 BTB (Branch Targ…  ( 3 min )

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    Inside My Mini Rack Proxmox and Kubernetes Home Lab for 2026
    Going into home lab testing and learning for 2026, I wanted to continue building on a project I started with my mini 10 inch rack while also making better use… The post Inside My Mini Rack Proxmox and Kubernetes Home Lab for 2026 appeared first on Virtualization Howto.  ( 40 min )
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    黑白厨师
    这几天一口气刷完了 Netflix 出品的《黑白厨师》,感触颇深。没想到 Cooking 也能套上《鱿鱼游戏》的外壳:极简的规则,极端的赌注,有限的时间,封闭系统内的零和博弈。  ( 1 min )
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    farion1231/cc-switch: Claude Code 的跨平台桌面一体化辅助工具,Codex Gemini CLI。
    A cross-platform desktop All-in-One assistant tool for Claude Code, Codex, OpenCode & Gemini CLI. - farion1231/cc-switch  ( 28 min )

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    MikroTik Switch Tips That Actually Matter in a Home Lab
    When looking for cheap but robust network switches for the home lab, there is always one name that seems to make it on most lists and that is Mikrotik. They… The post MikroTik Switch Tips That Actually Matter in a Home Lab appeared first on Virtualization Howto.
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    Docker系列 MetaMCP为Vibe Coding工具添加远程MCP支持
    Bensz Docker系列 MetaMCP为Vibe Coding工具添加远程MCP支持 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 MetaMCP 是一个强大的模型上下文协议(Model Context Protocol)聚合管理平台 适合多设备场景:统一部署 MCP 服务器,避免在每个设备上重复配置 经过 18 个同类方案对比,MetaMCP 在功能全面性和部署简易性方面脱颖而出 支持将多种 MCP 服务器统一管理,提供命名空间和端点功能 包含完整的 Docker 部署方案,预配置 11 种常用 MCP 服务器 集成 PostgreSQL 数据库和 SearXNG 搜索引擎 支持多客户端接入,提供 API Key 认证机制 前言 最近在折腾各种 AI 编程工具的时候,发现了一个很酷的项目——MetaMCP。它可以把 […] Bensz  ( 17 min )
    在Windows里通过VSCode使用Claude Code和Codex
    Bensz 在Windows里通过VSCode使用Claude Code和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 Windows 用户通过 WSL2 运行 Claude Code 和 Codex 的完整实践指南 涵盖 WSL2 安装、Ubuntu 配置、AI 编程代理安装及 VSCode 集成的全流程 提供常见问题排查方法,包括默认发行版选错导致的 “apk not found / libstdc++ required” 等典型报错 前言 之前在博客里分享了 Vibe Coding CLI评测: Claude Code vs. OpenAI Codex vs. Gemini CLI,不过那篇教程主要是在 macOS 环境下演示的。后来想了想,大多数小伙伴用的应该是 Windo […] Bensz
    国家自然科学基金的LaTeX模板 第2期
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    TheDragonCode/github-preview-updater: 存储库中的轻量级预览更新
    Lightweight preview update in your repository. Contribute to TheDragonCode/github-preview-updater development by creating an account on GitHub.  ( 15 min )
    DaveLiddament/phpstan-php-language-extensions: 用于验证 PHP 语言扩展的 PHPStan 扩展
    PHPStan extension for validating php-language-extensions - DaveLiddament/phpstan-php-language-extensions  ( 6 min )
    NickSdot/phpstan-phpstorm-error-identifiers: 自定义 PHPStan 格式化程序,用于在 PhpStorm 检查输出中显示错误标识符。
    Contribute to NickSdot/phpstan-phpstorm-error-identifiers development by creating an account on GitHub.  ( 5 min )
    vercel-labs/agent-browser: 用于人工智能代理的无头浏览器自动化 CLI。带有 Node.js 回退功能的快速 Rust CLI。
    Browser automation CLI for AI agents. Contribute to vercel-labs/agent-browser development by creating an account on GitHub.  ( 48 min )
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    深度解析 Disruptor:无锁队列的高性能实现与实践
    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 )
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    ET,福尔摩斯,马尔科维奇,爱迪生:四种思维训练法
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    This New Traefik Dashboard Log Tool Changed How I Manage Traefik in Real Time
    Traefik is ultimately my favorite reverse proxy for the homelab. In my opinion it has unsurpassed capabilities as a reverse proxy both for Docker and Kubernetes. It is extremely powerful… The post This New Traefik Dashboard Log Tool Changed How I Manage Traefik in Real Time appeared first on Virtualization Howto.
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    Updating Your WAF Strategy for the Age of Malicious AI Agents
    “Automated attacks” used to mean crude scripts hammering login pages or scraping product catalogs. Generative AI has pushed automation toward something more adaptive and more capable of navigating the same multi-step flows your real users follow. When programmed well, these nefarious AI agents automatically vary tactics when blocked and scale those experiments across targets with […]  ( 24 min )
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    staabm/SysMonitor: 监控 PHP 应用程序,并在特定错误/异常/资源耗尽/自定义事件上发送通知
    Monitors a php app and send notifications on certain error/exception/resource-exhausting/custom events - staabm/SysMonitor  ( 5 min )
    open-meteo/open-meteo: Open-Meteo 是一个开源天气 API,提供非商业用途的免费访问。无需 API 密钥。您可以立即使用它!
    Free Weather Forecast API for non-commercial use. Contribute to open-meteo/open-meteo development by creating an account on GitHub.  ( 15 min )
    jbelien/phpstan-sarif-formatter: PHPSTAN 的 SARIF 格式化程序
    SARIF formatter for PHPStan. Contribute to jbelien/phpstan-sarif-formatter development by creating an account on GitHub.  ( 6 min )
    staabm/annotate-pull-request-from-checkstyle: CS2PR-根据您的 GitHub 操作中的 CheckStyle XML 报告注释 GitHub Pull 请求
    cs2pr - Annotate a GitHub Pull Request based on a Checkstyle XML-report within your GitHub Action - staabm/annotate-pull-request-from-checkstyle  ( 15 min )
    dengcb/weixin-reader-desktop: 轻量级微信读书客户端,体积小,页面宽,自动翻页,体验增强
    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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    2025年:收入下降20%,这一年我到底干了什么?
    大家好,我是xiaoz,一名近4年的自由职业者,目前主要从事软件开发工作。这篇文章将对我的2025年做一个简单的总结,内容主要包括:工作、学习、以及投资。这一年虽然整体收入下降20%,但却过得很充实,2026年不求突破,但求保持。关于工作新增项目:2025年新增了一些非商业的开源项目,主要包括:Zu  ( 1 min )
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    Focus rings with nested contrast-color()?
    As I was playing around with contrast-color(), I got a wild idea that you could use contrast-color() to invert its return value by nesting it: contrast-color(contrast-color(var(--some-color)). When would this be useful? Uh… Good question. I couldn’t come up with an example right away but after a bit I found one sitting right under my nose…. Our focus-rings in Fluent use a 1px inset white highlight and a 2px offset black focus-ring. It’s a smidge chonkier than the Chromium default. The reason we do this is to guarantee contrast against the focused-element, in the above example, a blue button. Without the addition of the white stroke, the black outline wouldn’t “pop” with enough contrast to the blue background. To make this work, we have a --focus-inner-ring token and a --focus-outer-ring t…  ( 3 min )

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    我的2025:新阶段
    例行年度总结,总结维度和去年相同,顺序略有调整。文中的「今年」指2025年。今年在生活上有买房、装修、结婚、生娃几件事,工作上年底从字节离职加入新公司。生活和工作都进入了新的阶段,所以今年的关键...  ( 2 min )
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    cargo-bins/cargo-binstall: Binstall 提供了一种低复杂度的机制,用于安装 Rust 二进制文件,作为从源代码构建 (通过) 或手动下载软件包的替代方案。这旨在与现有的 CI 工件和基础设施配合使用,并对软件包维护者的开销最小。
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    redraw/gh-install: 以交互方式从 CLI 安装 GitHub 发行版二进制文件
    install GitHub release binaries from the CLI interactively - redraw/gh-install  ( 3 min )
    tuupola/server-timing-middleware: 此中间件实现了 Server-Timing 头,可以用于在 Chrome DevTools 上显示服务器端的时间信息。
    PSR-7 & PSR-15 middleware to add the Server-Timing header - tuupola/server-timing-middleware  ( 10 min )
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    「共」型人才:AI 时代的个体进化论
    当 AI 能够完美代劳记忆型事务、高效处理逻辑琐事时,一个焦虑也随之而来:作为个体,我们的核心竞争力究竟还剩什么?  ( 1 min )

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    竖图风景:从闲逛到成片
    2025年12月28日,第一站:石化里,原南宁石油化工老厂区,经过改造后,是硬核工业遗迹变身潮流夜生活地标,在陆陆续续的车辆进去到加油站时,它的背后人山人海,咖啡店、工艺品、手艺制作等吸引着年轻人前往。 我去到时,外面的电动车已停到公交站附近,很拥挤,进...  ( 2 min )
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    LabGopher Is Gone and RackRat Is the Alternative Homelab Builders Are Turning To
    For a long time, there was a website called LabGopher that was one of those quiet tools that many home lab builders relied on to find second hand used enterprise… The post LabGopher Is Gone and RackRat Is the Alternative Homelab Builders Are Turning To appeared first on Virtualization Howto.  ( 37 min )
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    OpenCode能否作为Claude Code和Codex的平替?
    Bensz OpenCode能否作为Claude Code和Codex的平替? 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 OpenCode 是一个开源的 AI 编程代理,GitHub Stars 已超过 50k3 项目强调终端工作流(TUI)与 client/server 架构,同时保持 provider-agnostic(不绑定单一模型提供商)2 文档称其基于 AI SDK 与 Models.dev,可接入 75+ LLM providers,并支持运行本地模型5, 10, 11 2026 年 1 月,Anthropic 限制 OpenCode 等第三方工具使用 Claude API,引发开发社区强烈不满16, 17 适合成本敏感的个人开发者、需要本地/多模型选择的团队,以及希望降低供应商锁定风险的用户 […] Bensz  ( 17 min )
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    bwaidelich/dcb-eventstore: 根据规范实现动态一致性边界的事件存储的接口和类型。
    Implementation of the Dynamic Consistency Boundary pattern described by Sara Pellegrini - bwaidelich/dcb-eventstore  ( 16 min )
    wickenico/WailBrew: WailBrew 是一种现代且直观的方式来管理 macOS 上的 Homebrew!它提供了一个干净的图形界面,使得软件包管理对每个人都变得可访问。
    Minimalistic Homebrew GUI made with Go, Wails and React. - wickenico/WailBrew  ( 10 min )
    Paymenter/Paymenter: Paymenter 是一个为托管公司量身定制的开源计费平台。它简化了托管服务的管理,为提供商和客户提供无缝的体验。
    Free and open-source webshop solution for hostings - Paymenter/Paymenter  ( 8 min )
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    How to Set Up Your First DTF Printer for High-Quality Transfers
    Direct-to-film printing has gained popularity for its ability to produce vibrant, durable prints on a wide range of fabrics. Setting up a direct-to-film printer for the first time may seem challenging. However, following clear steps helps ensure consistent, high-quality transfers. This guide outlines the essential stages of preparation, installation, and maintenance to support reliable performance […]  ( 20 min )

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    Top Financial Automation Tools for Banks and Investment Firms
    In the current financial climate, banks and investment companies are under constant pressure to improve efficiency and reduce costs. This is where automation solutions become invaluable, offering tools that simplify workflows and enhance accuracy by reducing human error. How is such an improvement possible? Here are a few examples of the best finance automation tools […]
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    Interpolate contrast-color() to manipulate lightness
    In my first post on contrast-color() I demo’d using color-mix() to change a background-color on hover, but I will be honest… mixing black and white isn’t always what you want. It would be cool and helpful to coerce contrast-color() to return either 1 or -1 so that we could adjust lightness in a color function on hover instead of only mixing white and black. Building on the inline CSS if() statements in my last post, we can use the same trick to interpolate the result of contrast-color() into a number. Disclaimer: All caveats from the previous post about browser support, caching quirks, and expected syntax changes still apply. See the Pen contrast-color() powered design system colors by Dave Rupert (@davatron5000) on CodePen. Ahh… feel that? Now our states maintains its harmo…  ( 4 min )
    Using your design system colors with contrast-color()
    One predictable pain point with contrast-color() is that it only returns black and white named colors. From a design systems perspective, that’s not ideal because you want your colors. You want your harmonious brand and the colors you and your team spent thousands of man hours in meetings deciding on. Those colors. In fact, an earlier version of Safari had color-contrast() (confusing I know, naming is hard) which allowed you to pass in a list of best candidates to choose from. I beleive that proposal got mired in standards discussions, color contrast algorithms, and competing proposals; and contrast-color() is what survived which got simplified down to a binary result. In the future though, we can use contrast-color() and if() together to help pick the value we want. Alas, at the time of w…
    Algorithmic hover states with contrast-color()
    Firefox 146 added support for contrast-color() joining Safari 26 in the First Implementor’s Club. For those unfamiliar, contrast-color() is a new CSS function that will take a as input and returns either white or black depending on which has the most contrast. The quintessential example is choosing a foreground text color with the best contrast. button { --button-bg: red; background: var(--button-bg); color: contrast-color(var(--button-bg)); /* @returns black (5.25:1 WCAG AA Pass) not white (3.99:1 WCAG AA Fail) */ } If someone changes --button-bg to purple, the foreground color automatically resolves to the either white or black, whichever has more contrast. It avoids having to set an extra token for color and takes the guess work out of picking an accessible…
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    The Weirdest Things I’ve Successfully Run in My Home Lab
    I have self-hosted a lot of things over the years in my home lab. However, we all eventually reach a point where we run a few less than normal things… The post The Weirdest Things I’ve Successfully Run in My Home Lab appeared first on Virtualization Howto.  ( 39 min )
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    Fission-AI/OpenSpec: 人工智能编码助手功能强大,但当需求存在于聊天记录中时却难以预测。OpenSpec 增加了一个轻量级的规范工作流程,可在实施前锁定意图,为您提供确定的、可审查的输出。
    Spec-driven development (SDD) for AI coding assistants. - Fission-AI/OpenSpec  ( 12 min )
    crate-ci/typos: 源代码拼写检查器
    Source code spell checker. Contribute to crate-ci/typos development by creating an account on GitHub.  ( 11 min )
    kepano/obsidian-skills: Claude 技能用于与 Obsidian 一起使用
    Agent skills for Obsidian. Contribute to kepano/obsidian-skills development by creating an account on GitHub.  ( 5 min )
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    谁在开车: 西游战车与心智模型
    看了不少 Ego、观察者相关的内容,想着能不能结合丹尼尔·卡尼曼在《思考,快与慢》一书中提到的「系统一」和「系统二」来构建一个心智模型。  ( 1 min )

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    Beelink ME Pro NAS Review: Small Box, Huge Storage Power in 2026
    I just received over the Beelink ME Pro from Beelink for review in the home lab. This I have to say is one that did catch my attention when I… The post Beelink ME Pro NAS Review: Small Box, Huge Storage Power in 2026 appeared first on Virtualization Howto.
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    精通Linux根目录:核心文件夹深度解析与实战指南
    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 )
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    antonmedv/wiki: 一个由 PHP 和 SQLite 驱动的极简主义单文件维基引擎。旨在简单、快速且易于部署。
    Single PHP file Wiki engine. Contribute to antonmedv/wiki development by creating an account on GitHub.  ( 6 min )
    rectorphp/monitor: 在一个地方监控所有项目和包的代码质量,确保一致性并消除不同 PHP 版本之间的冲突。
    In a need of dozens repository upgrade? Stay up to date with monitoring of all projects in one place - rectorphp/monitor  ( 6 min )
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    KEYNOTE-937:帕博利珠单抗不能预防肝癌术后复发 #GI26
    2025 年 7 月,默沙东公司通知研究者,KEYNOTE-937 研究没有达到主要研究终点,研究被终止并对患者进行了揭盲。在本周末的 ASCO GI 年会上,这项研究会公布主要研究结果。今天,研究的摘要在线发布。 KEYNOTE-937 ...

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    I Bought a 10 Inch Home Lab Rack for 2026 and It Surprised Me
    If you have spent any time in home lab communities this past year in 2025, you will have noticed a trend that seems to be sweeping the home lab community,… The post I Bought a 10 Inch Home Lab Rack for 2026 and It Surprised Me appeared first on Virtualization Howto.  ( 40 min )
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    破译Stripe面试密码:从“做题家”到“技术合伙人”的思维跃迁
    在硅谷的工程师圈子里,Stripe的面试一直有个略带敬畏的别称——“面试界的爱马仕”。这不仅因为它的Offer含金量十足,更因为它建立了一套几乎完全独立于FAANG(现在叫MAMAA)体系之外的考核标准。我听过太多优秀的工程师,甚至是刷了上千道LeetCode题目的“做题家”,在Stripe的第一轮  ( 1 min )
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    rectorphp/argtyper: 分析真正的方法参数类型,并将其添加为类型声明
    [WIP] Analyze real method argument types, and add them as type declarations - rectorphp/argtyper  ( 6 min )
    NEKOparapa/AiNiee: 一款专注于 Ai 翻译的工具,一键自动翻译 RPG SLG 游戏,Epub TXT 小说,PDF Word MD 文档,Srt Vtt Lrc 字幕等等复杂长文本。
    一款专注于Ai翻译的工具,一键自动翻译RPG SLG游戏,Epub TXT小说,PDF Word MD文档,Srt Vtt Lrc字幕等等复杂长文本。 - NEKOparapa/AiNiee  ( 8 min )
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    答题者心态
    我们不应该问“人生的意义是什么”,而应该意识到,“我们才是那个被生活提问的人”。

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    Vibe Coding CLI评测: Claude Code vs. OpenAI Codex vs. Gemini CLI
    Bensz Vibe Coding CLI评测: Claude Code vs. OpenAI Codex vs. Gemini CLI 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 基于 SWE-bench Verified 基准测试、社区反馈和个人深度使用体验,全面对比三大 CLI AI 编程助手 Claude Code 以 72.7% SWE-bench 得分位居榜首,响应速度最快、Agent Skills 开发体验最佳、全程母语对话支持;常见误解:工具本身免费,可用国产模型(如 MiniMax M2 仅占官方成本 8%)大幅降低使用成本 OpenAI Codex CLI 开源可定制(SWE-bench 69.1%),适合已有 OpenAI 生态用户;但 Agent Skills 开发体验较差,推理过程全程英文对非母语用户不友好 Gemini CLI 凭借 1M […] Bensz  ( 18 min )
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    Run Proxmox Datacenter Manager in a Docker Container for Home Labs and Testing
    If you have been following my recent experiments in the home lab, I recently tested a very cool project for running Proxmox VE Server inside a Docker container. The developer… The post Run Proxmox Datacenter Manager in a Docker Container for Home Labs and Testing appeared first on Virtualization Howto.  ( 38 min )
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    The Changing Skillset of Developers in the New Tech Landscape
    The world of software development continues to expand in both scale and complexity. Developers now work in environments where technology changes quickly, systems depend on one another, and decisions carry a wider impact across products and users. The expectations are higher: to code efficiently, plus to think strategically, collaborate effectively, and understand the broader context […]  ( 26 min )
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    个人养老金年化收益计算
    个人养老金年化收益计算小工具
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    guanguans/rector-rules: 一套 rector/rector 规则。
    A set of additional rules for rector/rector. - 一套针对 `rector/rector` 的附加规则。 - guanguans/rector-rules  ( 11 min )

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    Appointment Setting Solutions and Their Impact on Sales Teams
    Appointment setting solutions are increasingly becoming a significant part of any sales team to enhance productivity and achieve higher conversion rates. These tools make the communication smooth between the representatives and the prospective clients. Such systems automate scheduling, reminders, and follow-ups, allowing sales professionals to focus on real conversations. In this post, we delve into […]  ( 19 min )
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    Why Dockhand Is One of the Best Docker Management Tools for Secure Operations
    I have tried a whole lot of different Docker “dashboards” and consoles over the past few years. We have seen this area explode with many different options available out there… The post Why Dockhand Is One of the Best Docker Management Tools for Secure Operations appeared first on Virtualization Howto.  ( 39 min )
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    AI模型评测 性价比超绝的GLM-4.7
    Bensz AI模型评测 性价比超绝的GLM-4.7 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 GLM-4.7 是智谱 AI 于 2025 年 12 月发布的开源大语言模型,在编码能力和推理性能上达到 GPT-5.1 和 Claude 4.5 Sonnet 水平 API 价格仅为竞品的 1/4 到 1/7,月费 $3 的入门计划引发开发者热议 特色功能 “Vibe Coding” 和 “Preserved Thinking” 显著提升了前端代码质量和多轮对话稳定性 在 SWE-bench Verified 基准测试中取得 73.8% 的成绩,开源模型中达到 SOTA 适合编码代理、多语言开发和成本敏感项目,但本地部署需要高端硬件 前言 […] Bensz  ( 19 min )
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    4 个免费模型随便选,零配置,opencode 这点对新手太友好了,而且还是一个绝佳的Agent开发学习资源
    opencode 是一个对新手非常友好的 AI 编程工具: 自带免费的大模型可用 零配置上手,在项目目录里直接使用 开源,能直接看源码,对想学 Agent 的人来说,也是一份非常不错的学习资料 最近看到很多人都在推荐 opencode。我自己其实已经用习惯了 claude code 和 codex,本来不打算折腾新的工具。但架不住推荐的人实在太多,还是试了一下……结果现在我也想推荐它了。  ( 2 min )
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    code-yeongyu/oh-my-opencode: 致力于引发一场软件革命,创造一个 AI 生成的代码与人类代码无法区分、却能实现更多的世界。
    The Best Agent Harness. Meet Sisyphus: The Batteries-Included Agent that codes like you. - code-yeongyu/oh-my-opencode  ( 26 min )

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    用 AI 给博客做一次「自动审稿」
    写技术博客这件事,本身并不难,难的是写完之后的自我校对。 尤其是当文章偏技术、偏流程时,很容易出现一些问题: 描述不够准确,概念混用 行文逻辑不够顺畅,段落之间衔接生硬 <
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    FunctionGemma: Building Offline AI Agents with Docker Model Runner
    Building Offline AI Agents with Docker Model Runner The AI industry is shifting from chatbots to agents. But here’s the problem: most function-calling models are either cloud-dependent or too large to run efficiently on edge devices. Google just solved this with FunctionGemma – a 270M parameter model specifically fine-tuned for translating natural language into executable […]  ( 19 min )
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    NVIDIA DGX Spark走在时代的前列线上
    3万人民币出头,可以买到支持cuda、原厂出品且合法的桌面AI工作站。测试Qwen3-Next-80B-A3B-Instruct-FP8 占满显存,基本是可以运行的最大尺寸模型,每秒生成422个...  ( 3 min )
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    提示词工程终极指南:从入门到精通的全维度实战手册
    在大语言模型(LLM)主导的AI时代,提示词工程已成为解锁模型潜力的核心技能。同样的模型,用不同的提示词交互,输出质量可能天差地别——糟糕的提示词会让强大的LLM输出空泛无物的内容,而优秀的提示词能让模型精准产出专业、可用的结果。 本文将从基础定义、核心原则、设计模式、实战技巧、高级优化、评估体系六个维度,系统拆解提示 […]  ( 5 min )
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    OwlMail:兼容 MailDev 的工程化测试邮箱
    在开发与私有化部署环境里,用 OwlMail 把“发出去的邮件”拦下来,让它从一次性联调变成可验证的工程能力。  ( 4 min )
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    2025:读了5本书,但几乎都忘了;开发了两个产品,但是一分钱没赚
    读书 今年竟然读了5本书。我之所以惊讶这个数字,是因为我完全没有印象,现在也完全想不起来这5本书的内容了。 今年应该是从 2020 年以来读书最少的一年,而且效果也是最差的:竟然完全不记得书中的内容,也没有任何一本书让我印象深刻。 独立开发  ( 1 min )
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    Lake1059/FFmpegFreeUI: FFmpegFreeUI (简称 3FUI) 是在 Windows 上的 FFmpeg 的专业交互外壳,目前使用。NET 10 运行时以纯 WinForm 框架开发,使用 SunnyUI 和自绘制打造的专业高效的暗黑风格界面。目标做一款轻度专业参数调整的转码软件,让普通人能够通过图形化界面接触到较为全面的通用参数来轻松压制和转换格式。
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    Claude code和Claude skills的工程设计
    Bensz Claude code和Claude skills的工程设计 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开发流程已经开源,欢迎小伙伴们点赞、收藏哈,谢谢! 前言 因为在PackyCode的小群里有小伙伴比较好奇Skills这种产品形态,刚好最近几天我也了解并深入地实践了一下,颇有经验。这篇文章,我想聊聊:Skills 到底是什么?我平时怎么设计一个 Skill?如何基于一个 Skill 再往上搭一条”可重复跑”的 Pipeline(工作区级流程)?这篇文章会以我自己做的”系统文献综述”相关实践为例,分享我踩坑后总结出来的一套大致步骤和经验。另外,这个流程同样适用于 OpenAI Codex:现在 Codex 和 Claude Cod […] Bensz  ( 16 min )
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    Run Proxmox Inside Docker: A Weekend Home Lab Project to Learn Clustering and HA
    If you are stuck on another hypervisor at the moment and would like to get over to Proxmox VE Server as your virtualization platform, there is a way that you… The post Run Proxmox Inside Docker: A Weekend Home Lab Project to Learn Clustering and HA appeared first on Virtualization Howto.  ( 39 min )
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    2026年,改变~
    这是一篇库存文章,发布的时候,时间却已跨年了,也就做为2026年的第一篇文章把。回顾整个2025年,这一年码了7万9千字,共发布文章28篇,拥有660条评论,文章数量同比下降了42%,居然少了这么多,说明闲暇的时间越来越少,能真正静下来思考的时间,也越来越少。曾是一名重度的电脑使用者,然而这两年的使用量却越来越少,很多时候发现一天忙下来,电脑都没开过机。 2026没什么大的目标,只希望身体能做一个大的调整,这个年龄再不注意,未来的麻烦都会很大。 2025年末结束前的一周特别的忙,几个晚上都是加班到凌晨03点多才洗漱睡觉,早上07点又出门上班。每天靠的都是咖啡红牛东鹏等等而坚持… 真的好想要踏踏实实的睡上一整天,但随之而来的任务,又一件件的猝然而至。 很多人认为这些事情没有意义,想都能想得到大概率是个不好的答案… 而身为总监却得去想办法去证明老板的决策是对的。但实际操作起来,更难受的事情,是一些人表里不如一的各种坑。 难以重建被摧毁的信任 金牛座通常被认为不是一个容易“记仇”的星座,不喜欢耗费能量在纠缠上,所以会选择默默退出这些交集,切断没必要的联系,用距离表达态度 金牛座的“记仇”更像一种持久性的失望记录,而非主动谋划报复。会用沉默和距离保护自己的稳定生活,一旦认定关系无法修复,便会彻底退出。与其说记仇,不如说是难以重建被摧毁的信任。 这是职场,不是电视剧包青天 这是电视剧《理想之城》中,董事长赵显坤对着苏筱说的一段话。 然后现实中,时常在我们身边抱怨的不公,其实时时、处处都在发生。面对不公,似乎抱怨就变成了唯一的应对策略。久而久之,抱怨声越来越多,反而让我们真的相信这些抱怨的内容就是真实的结果。 我们深信职场的不公、深信社会的不平,从未想过要如何应对,也从未意识到其实不公的背后还有一种可以通过自己的努力去创造的相对公平,只得以最没有力量的抱怨来面对。 一天往返武汉-长沙 沃尔沃S60三年质保到期前的各项检查后的第一个周末就跑了一趟长沙,往返730公里,算得上是2025年的最后一次长途了。要吐槽的是支付宝在线免费办理的ETC,有时候并不是很灵敏,过高速收费口ETC专用车道,稍微快一点,就不识别~ 因为本身就很累,所以领航辅助驾驶几乎覆盖了大半的行程。做为一名老司机基本上全程犯困眼皮打架…事后想想真的是太危险了。 万幸的是22点前安全返回武汉,再扛了三天,就是元旦假期,终于能好好休息。 可是元旦却过得太快 跨年夜的雨阻止了同学之间的烧烤聚餐,都是各回各家…次日武汉的商场里全是人,武商梦时代,停车到了负三层…汉阳永旺,停车到了6层,大把的时间花费在了进出停车场。同事的留言和电话,被迫在假期间营业加班…罗振宇的跨年演讲还不知道什么时候可以专门的回放下。 2026年新年愿望 改变… 期待2026年末~
  • Open

    5 Surprising Truths From the 2026 State of AI Agents Report
    Amid the constant hype and speculation about artificial intelligence, it can be difficult to separate future promises from present-day reality. The conversation is often dominated by futuristic scenarios, leaving business leaders to wonder what’s actually happening inside organizations today. A clearer picture is needed to make strategic decisions. Enter “The 2026 State of AI Agents […]  ( 22 min )
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    用 Split DNS 提升跨系统双机开发体验
    这篇文章记录一个很“朴素”的诉求:我希望把 macOS 当作主力输入设备,把 Ubuntu 设备当作移动工作站与服务承载机。两台设备通过雷电网桥或同一热点互联后,Mac 侧可以像在本机一样访问 Ubuntu 上的各种站点和服务,同时不牺牲 macOS 的日常网络体验。  ( 2 min )
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    Enigama/git-remarks: git-remarks 是一个用于管理个人笔记 (想法、疑虑、待办事项、决策) 的工具,这些笔记附加在 Git 提交上。
    No content preview

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    Why Containers Will Matter More Than Hypervisors in the 2026 Home Lab
    Over he past couple of years now we have been seeing a paradigm shift in how we think about our home lab environments. I think the Broadcom buyout of VMware… The post Why Containers Will Matter More Than Hypervisors in the 2026 Home Lab appeared first on Virtualization Howto.  ( 41 min )
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    微言小义(2025.11-2025.12)
    2025年11月和12月的微言小义,包括微博、朋友圈和X上的内容汇总。  ( 2 min )
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    Twenty Twenty-Five
    2025 was… a year. And I made it to the end of that year. If you’re reading this, I imagine you did too and let’s celebrate that. But also not one without loss; of loved ones, of health, of relationships, of jobs, of liberties, of pursuits of happiness. Let’s mourn those. My year was mundane by most accounts. I worked, I family’d, and with the remaining life force I focused on myself. A couple failed side projects and half-baked game ideas in there but welcomingly “unproductive” relative to what I normally subject myself to. On a handful of fronts this year has been about scaling back in what I burden myself with, in material posessions, in finances, in obligations, and elsewhere. Ideally, I can clear the plate of duties that demand my limited attention. To be so bored that I read a magazin…  ( 7 min )
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    Make Good New Things
    Paul Graham 在 What to do 这篇文章中探讨了一个看似简单却极具深意的问题:人的一生应该做什么?除了「帮助他人」和「爱护世界」这两个显而易见的道德责任外,他提出了第三个关键点:创造美好的新事物(Make good new things)。  ( 1 min )
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    Minecraft 生存服务器来啦「1.21.8 版」
    杜老师在家用机上搭建了一个 Minecraft 游戏平台,配置为 16H32G 内存,500M 的带宽,预估支持 30 人同时在线。如果您喜欢玩我的世界,又感觉自己玩没有意思,欢迎加入我们平台,大家一起 play 一起 happy!
    Minecraft 生存服务器来啦「1.21.8 版」
    杜老师在家用机上搭建了一个 Minecraft 游戏平台,配置为 16H32G 内存,500M 的带宽,预估支持 30 人同时在线。如果您喜欢玩我的世界,又感觉自己玩没有意思,欢迎加入我们平台,大家一起 play 一起 happy!  ( 2 min )
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    Bellangelo/phpstan-migration-rules: PHPStan 规则集,用于在 Phinx 和 Laravel / Illuminate 的数据库迁移文件中执行最佳实践和标准。
    A collection of PHPStan rules to enforce best practices and standards in database migration files for Phinx and Laravel / Illuminate. - Bellangelo/phpstan-migration-rules  ( 7 min )

  • Open

    A Look Back at My 2025 Home Lab and What Changed Along the Way
    Man 2025 has been an exciting year for home labbing. I have been able to experiment with a lot of great software solutions and new hardware, including mini PCs and… The post A Look Back at My 2025 Home Lab and What Changed Along the Way appeared first on Virtualization Howto.  ( 41 min )
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    TinkerTry's 2025 Home Tech Refresh
    This article summarizes my 2025, both professionally and personally. Please consider leaving a comment with feedback, or just to let me know you're interested in learning more about my installation and configuration of some of these tech items. With a ton of household-renovation-related work to focus on from 2022 to 2024, all but the most critical tech and home automation acquisitions had to be back-burnered. I needed to patiently wait for some spare time, and a budget. With many aging tech things starting to break in 2025, it turned out to be the year for some major overhauls, including some rip-and-replace and some net new. JANUARY Home Assistant Green My 2025 began with leaning in to using AI more and more when trying to solve thorny HVAC woes that were mostly related to a rather poor i…  ( 15 min )
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    ChrisTitusTech/winutil: 该工具是我在每个使用的 Windows 系统上执行的 Windows 任务的汇编。它旨在简化安装,使用调整进行去膨胀,使用配置进行故障排除,以及修复 Windows 更新。我对任何贡献都非常挑剔,以保持该项目的整洁和高效。
    Chris Titus Tech's Windows Utility - Install Programs, Tweaks, Fixes, and Updates - ChrisTitusTech/winutil  ( 11 min )

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    I Spent a Year Running Proxmox and VMware Side by Side in My Home Lab
    For years personally and professional, VMware was simply the default choice for production and home lab in my opinion. It was familiar, stable, and everyone was using it at their… The post I Spent a Year Running Proxmox and VMware Side by Side in My Home Lab appeared first on Virtualization Howto.  ( 40 min )
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    2025.12.31
    今天跨年,也是领证一周年的日子,全家出镜纪念。今天吃的:西溪别院的餐,不推荐。徐小蟹的蛋糕,推荐。  ( 2 min )
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    深港游小记 2025
    其实这趟香港之行,从年初就已经躺在我的计划表里了。结果在我的墨迹下,香港之行就这样从“下个月”变成了“今年一定要去”,最后由于还剩两个月签证过期,才落在了年末。 直到 12 月中旬,我终于用一种非常“特种兵”的方式,把这件事给完成了。 这篇更像是
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    小树的 2025 年终总结
    大模型最大的幻觉,可能是让人类以为自己可以直接略过过程、直达结果。  ( 1 min )
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    Running Docker Model Runner on Linux without GPU
    Don’t have a GPU? No problem! Docker Model Runner works perfectly fine on CPU, making it accessible for development, testing, and lightweight inference workloads. Why CPU-Only? Prerequisites Installation Steps 1. Install Docker Model Runner Plugin For Ubuntu/Debian: For RPM-based distributions (RHEL/Fedora/CentOS): 2. Verify Installation You should see output confirming the plugin version. 3. Run Your […]  ( 13 min )
    Simplifying Kubernetes Network Management with Cilium’s BGP Auto-Discovery Feature
    Learn how Cilium's BGP Auto-Discovery feature eliminates manual peer configuration in large-scale Kubernetes deployments. Discover implementation steps, benefits, and real-world use cases.
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    MrPunyapal/PestStan: Pest PHP 测试框架的 PHPStan 扩展。
    PhpStan support for Pest. Contribute to MrPunyapal/PestStan development by creating an account on GitHub.  ( 8 min )
    BrianHenryIE/strauss: 为 PHP 命名空间和类名添加前缀,以允许存在多个版本的库而不发生冲突。
    Prefix PHP namespaces and classnames to allow multiple versions of libraries to exist without conflict. - BrianHenryIE/strauss  ( 21 min )
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    AI“说谎”“编造事实”的原因详解
    AI的“说谎”“编造事实”在技术领域被称为幻觉(Hallucination),指模型生成看似合理但不符合客观事实、无权威来源或自相矛盾的内容。这并非AI有“欺骗意图”,而是其技术架构、训练机制与交互环境共同作用的系统性副作用。以下从7大核心维度展开详细说明。 一、技术本质:概率预测而非事实推理(最根本原因) 1. 核心 […]  ( 3 min )

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    Proxmox Defaults I Leave Alone (And the Ones I Always Change)
    One thing that I think makes a really good hypervisor is if it comes out of the box with reasonable and sensible defaults that allow you to hit the ground… The post Proxmox Defaults I Leave Alone (And the Ones I Always Change) appeared first on Virtualization Howto.
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    Running n8n on Kubernetes: What Actually Works in Production
    Let me tell you about a problem I kept running into. Companies would set up n8n for workflow automation, everything worked great on their laptop, but the moment they tried scaling it in production, things got messy. Workflows would timeout, webhooks would fail, and nobody could figure out why some automation tasks took forever while […]
    What Is AI Scheduling for Field Teams on K8s?
    When people talk about K8s, they mean Kubernetes, which is the open source system that automates how containerized applications run across clusters of servers. It handles load balancing, scaling, and recovery so teams do not have to do it manually. When artificial intelligence is added into the mix, Kubernetes becomes a flexible environment for running […]
    Running Tech Conferences at Scale: Why Cloud Infrastructure Still Depends on On-Site AV Execution
    Running a tech conference today means juggling cloud platforms, remote workflows, and real-time apps. Still, when the doors open and thousands of people stream in, nothing replaces the humans steering cameras, soundboards, lights, and staging gear right there in the room. Cloud tools are powerful, but the actual show still happens in a physical space, […]
    AI-First SaaS Starts with AI-Ready Data
    In recent years, the SaaS industry’s competitive advantage has been determined by product features, pricing models, and user experience. In response to this competition, SaaS companies are now focusing their resources on developing intelligence within their platforms; therefore, how well a SaaS platform can predict, personalize, automate, and optimize outcomes for users will continue to […]
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    HQarroum/docker-android: 将 Android 模拟器作为服务运行的最小且可自定义的 Docker 映像。
    🤖 A minimal and customizable Docker image running the Android emulator as a service. - HQarroum/docker-android  ( 16 min )
    lesnolie/movecar: 🚗 智能挪车通知系统 - 基于 Cloudflare Workers,支持实时位置共享和多推送服务
    🚗 智能挪车通知系统 - 基于 Cloudflare Workers,支持实时位置共享和多推送服务. Contribute to lesnolie/movecar development by creating an account on GitHub.  ( 12 min )
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    GPT-5.1深度测评:从智能升级到情感共鸣,AI交互的下一个里程碑
    2025年末,OpenAI悄然推出GPT-5.1系列模型,带来了Instant与Thinking两个定位差异化的版本。没有铺天盖地的宣传,却凭借“自适应推理”“人性化表达”“智能调度”三大核心升级,重新定义了AI与人类交互的边界。 如果说GPT-5是“精准高效的工具”,GPT-5.1更像“懂语境、有温度的协作伙伴”—— […]  ( 3 min )

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    Why Arcane Might Be the Next Big Docker UI for the Home Lab
    There has been a lot of community projects that have sprung up around Docker UIs and dashboards. Most of us run Docker in the home lab and as your containers… The post Why Arcane Might Be the Next Big Docker UI for the Home Lab appeared first on Virtualization Howto.  ( 40 min )
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    MrPunyapal/laravel-client-validation: 一个强大的 Laravel 包,将服务器端验证规则带到使用 Alpine.js 的客户端。使用与 Laravel 后端相同的规则实时验证表单,包括对 FormRequest 类的支持以及复杂验证规则的 AJAX 回退。
    Laravel package providing client-side validation with Alpine.js integration and server-side rule synchronization - MrPunyapal/laravel-client-validation  ( 26 min )
    ergebnis/attribute-collector: 提供一个编写器程序包,用于收集面向类、类常量、属性、方法、方法参数、函数、函数参数和常量的属性。
    🪣 Provides a composer package with collectors for collecting attributes located on classes, class constants, properties, methods, method parameters, functions, function parameters, and constants. -...  ( 16 min )
    naming-idea-plugin: 中文程序员的变量命名工具,借用大模型的能力,快速生成符合规范的命名。
    我会冲击波/naming-idea-plugin: idea变量命名插件,变量命名工具,变量命名, 变量命名工具, 中文变量命名, 程序员命名工具, 代码命名规范, 编程命名, 驼峰命名, 下划线命名, PascalCase, camelCase, snake_case, kebab-case, CONSTANT_CASE, 中文转英文变量, 提高代码可读性, 代码质量, 编程辅助工具, 开发者工具,  ( 25 min )
    New Link: Jguer/yay: 另一种 Yogurt - 一个用 Go 语言编写的 AUR 辅助程序
    Yet another Yogurt - An AUR Helper written in Go. Contribute to Jguer/yay development by creating an account on GitHub.  ( 14 min )

  • Open

    2025 年肝细胞癌临床研究进展
    今年 ASCO 全体会议上的同场评论“From Insight to Impact: Driving Plenary Knowledge into Action This Monday”,令我深有共鸣,直译成中文是:将全体会议上获得的知识化...  ( 1 min )
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    2025年底的安卓搞机备忘录
    在云服务高度绑定、系统权限不断收紧、厂商深度定制愈发封闭的今天,解锁 Bootloader、Root、刷 Rom 这些曾经被视为 Android 精神内核的操作,正在逐渐从“折腾的乐趣”变成“高风险行为”。马上 2026 年了,你还在玩 Android 机吗?  ( 5 min )
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    TestFlowLabs/pest-plugin-bridge:从 Laravel 测试外部前端——为 Vue、React、Nuxt、Next.js 编写 PHP 浏览器测试。
    The Pest Bridge Plugin. Contribute to TestFlowLabs/pest-plugin-bridge development by creating an account on GitHub.  ( 10 min )
    angristan/MacThrottle: 一个轻量级的 macOS 菜单栏应用程序,可以监控热压力并在您的 Mac 被限制时提醒您。无需管理员权限。
    Menu bar app to know when your Mac is thermal throttling - angristan/MacThrottle  ( 11 min )
    aarondfrancis/reservable: 此软件包允许您使用 Laravel 的原子缓存锁临时“保留”Eloquent 模型。当您需要确保在一段时间内对模型的独家访问时,例如在后台处理期间,这非常有用。
    Eloquent model reservation/locking through Laravel's cache lock system. - aarondfrancis/reservable  ( 17 min )
    steipete/CodexBar: 无需登录即可显示 OpenAI Codex 和 Claude 代码的使用统计信息。
    Show usage stats for OpenAI Codex and Claude Code, without having to login. - steipete/CodexBar  ( 17 min )
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    Gist:2025最佳Folo替代品
    Tiny Tiny RSS、RSSAnt(蚁阅)、Folo、freshrs 以上都是我使用过的RSS阅读器,唯一喜欢还是Folo,但是由于网络原因,我常常打开不方便,很快就慢慢减少使用了,而是选择了其他的聚合普通上的文章推荐浏览。 但是还是有个性化的订阅需...  ( 2 min )
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    How to Build a Production RAG System for $5/Month: A Complete Guide to Cost-Effective AI Search
    Learn how to build a production-ready RAG (Retrieval-Augmented Generation) system for just $5/month using Cloudflare Workers, Vectorize, and edge computing. Save 85-95% on AI infrastructure costs.  ( 26 min )

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    I Took Docker Container Monitoring to the Next Level With These 3 Tools
    I feel like the pieces of Docker monitoring with recent tools brought online in the home lab has finally started to fall into place. For a long time in my… The post I Took Docker Container Monitoring to the Next Level With These 3 Tools appeared first on Virtualization Howto.  ( 38 min )
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    pranshuparmar/witr: 它解释了一个运行事物的来源、如何开始,以及目前存在的责任链条,以单一、易于人类阅读的输出形式。
    Why is this running? Contribute to pranshuparmar/witr development by creating an account on GitHub.  ( 35 min )
    nguyenphutrong/quotio: Quotio 是一个原生的 macOS 应用程序,用于管理 CLIProxyAPI - 一个本地代理服务器,为您的 AI 编码代理提供支持。它帮助您管理多个 AI 账户,跟踪配额,并在一个地方配置 CLI 工具。
    Stop juggling AI accounts. Quotio is a beautiful native macOS menu bar app that unifies your Claude, Gemini, OpenAI, Qwen, and Antigravity subscriptions – with real-time quota tracking and smart au...  ( 12 min )
    nguyenphutrong/quotio: Quotio 是一个原生的 macOS 应用程序,用于管理 CLIProxyAPI - 为您的 AI 编码代理提供支持。它帮助您管理多个 AI 账户,跟踪配额,并在一个地方配置 CLI 工具。
    Stop juggling AI accounts. Quotio is a beautiful native macOS menu bar app that unifies your Claude, Gemini, OpenAI, Qwen, and Antigravity subscriptions – with real-time quota tracking and smart au...  ( 12 min )
    KenDvD/SmartHostsTool-github: 它能自动获取域名的多个 IP 地址,测试各 IP 延迟并排序,一键将最优 IP 写入系统 Hosts 文件,还支持 GitHub 专属 IP 获取、自定义域名管理和可视化操作界面,让你轻松解决网络访问慢的问题。
    「智能 Host 测速工具」是一款帮你优化网络访问的实用工具。它能自动获取域名的多个 IP 地址,测试各 IP 延迟并排序,一键将最优 IP 写入系统 Hosts 文件,还支持 GitHub 专属 IP 获取、自定义域名管理和可视化操作界面,让你轻松解决网络访问慢的问题。 - KenDvD/SmartHostsTool-github  ( 31 min )
    lbjlaq/Antigravity-Manager: Antigravity Tools 是一个专为开发者和 AI 爱好者设计的全功能桌面应用。它将多账号管理、协议转换和智能请求调度完美结合,为您提供一个稳定、极速且成本低廉的本地 AI 中转站。
    Professional Antigravity Account Manager & Switcher. One-click seamless account switching for Antigravity Tools. Built with Tauri v2 + React (Rust).专业的 Antigravity 账号管理与切换工具。为 Antigravity 提供一键无...  ( 17 min )
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    我的 2025 - 步履不停
    今年不论是生活上还是工作上都变化颇多。 2025 年 Highlights 工作 如同我 11 月份写的 大梦一场,我在今年 1 月份辞职后 gap 了几个月,在 5 月入职了新公司。新工作薪水大涨,而且是远程,很自由,我大部分时间都在老家上班,业余生活相比往年也丰富了很多。  ( 2 min )

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    Things I Stopped Self-Hosting (And Why Cloud or Managed Won)
    For a long while, especially when I first started with a home lab and self-hosting services, my answer to everything was to self-host it. This mindset I think can serve… The post Things I Stopped Self-Hosting (And Why Cloud or Managed Won) appeared first on Virtualization Howto.  ( 39 min )
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    数据库更新如何实现乐观锁
    一、乐观锁核心原理 乐观锁的核心是“假设不会发生并发冲突,只在提交更新时检查数据是否被修改过”,而非像悲观锁(如SELECT ... FOR UPDATE)那样提前锁定数据。 核心逻辑:更新数据时,先验证数据的“版本/时间戳”是否和自己读取时一致——一致则更新,不一致则说明数据已被其他线程修改,放弃更新(或重试)。 适 […]  ( 4 min )
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    密码保护:解放双手,“AI好记”自动将视频整理为笔记和思维导图
    无法提供摘要。这是一篇受保护的文章。  ( 1 min )
  • Open

    goforj/godump: 受 Laravel 的 dump () 和 Symfony 的 vardumper 的启发,这是一个最小的、开发人员友好的漂亮打印机和用于 GO 结构的调试转储程序。
    No content preview
    goforj/collection: 一个流畅的、受 Laravel 启发的集合库,用于链接、高阶函数和富有表现力的数据操作。
    A fluent, Laravel-inspired Collection library for Go - with chaining, higher-order functions, and expressive data manipulation. - goforj/collection  ( 166 min )
    savinmikhail/AddNamedArgumentsRector: AddNamedArgumentsRector 规则通过将函数、方法或构造函数调用转换为可能使用命名参数来增强您的代码。命名参数通过明确指定传递的参数名称来提高可读性并减少错误。Plugin to rector, that adds named arguments to your codebase
    Plugin to rector, that adds named arguments to your codebase - savinmikhail/AddNamedArgumentsRector  ( 8 min )
    Hmily-LCG/FlowMouse: 一款追求极致流畅与隐私保护的 Chrome 鼠标手势扩展。通过自然的鼠标滑动,助您无缝操控浏览器,真正进入专注高效的“心流”状态。
    一款追求极致流畅与隐私保护的 Chrome 鼠标手势扩展。通过自然的鼠标滑动,助您无缝操控浏览器,真正进入专注高效的“心流”状态。 - Hmily-LCG/FlowMouse  ( 6 min )
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    Launch visuals Unlocked: How Teaser Graphics Build Suspense Before The Big Reveal
    Imagine scrolling through your feed and spotting a shadowy figure, a hint of color, or a cryptic tagline that makes your heart skip a beat. That’s the power of a teaser visual, a bitsy design that sparks curiosity, expectation, and excitement. These plates are the adrenaline of digital marketing, making cult feel like they’re part […]  ( 22 min )
  • Open

    HelloGitHub 第 117 期
    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 )

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    Why Zoraxy Might Be the Best Reverse Proxy for Home Labs
    I am constantly on the lookout for new tools that can help with managing resources in the home lab. Reverse proxies are extremely important and useful since they allow you… The post Why Zoraxy Might Be the Best Reverse Proxy for Home Labs appeared first on Virtualization Howto.  ( 42 min )
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    LangChain + Zod 实战指南:构建类型安全的AI结构化输出系统
    在AI应用工程化落地中,“结构化输出”是绕不开的核心需求——无论是提取数据、生成报告还是自动化工作流,都需要AI输出可直接解析的结构化数据。但大模型的“自由发挥”常让人头疼:多余的解释文字、字段名大小写混乱、类型错误,这些问题让AI输出难以直接集成到业务系统中。 LangChain与Zod的组合,为解决这一痛点提供了完 […]  ( 5 min )
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    OskarStark/doctor-rst: 根据给定的规则检查并清理你的 rst 文档。
    Bring consistency to documentation. Contribute to OskarStark/doctor-rst development by creating an account on GitHub.  ( 7 min )
    lukeswitz/PathShield: PathShield 是 M5StickC Plus V1/2 的反跟踪工具,它使用 BLE WiFi 扫描来检测跟踪您的设备并向您发出警报。
    PathShield is an anti-tracking tool for M5StickC Plus v1/2 that uses BLE & WiFI scanning to detect and alert you to devices following you. - lukeswitz/PathShield  ( 24 min )
  • Open

    2025 年我是怎么使用 AI 的
    2025 年我是怎么使用 AI 的¶ 前言¶ 经常看我博客的读者应该能看出来,我研究的主要是计算机系统结构方向,特别是处理器的微架构,几乎没有涉及到 AI 的内容,我也确实不喜欢 AI 研究,仅关注但不参与。但今年,因为各种 AI 技术尤其是 LLM 的发展,我确实成为了很多 AI 技术的用户,可以说 2025 年是我正经大规模用 AI 的元年,所以在年末做一个简单的总结。 我不想在这里给大模型厂商打广告,所以相关的名字我都会按照某 PDF 的方法进行打码,有需要的朋友可以自行查看实际的内容。 Vibe Coding¶ 首先的一个冲击来自于 Vibe Coding。我写代码也有大概十五年了,一直都是坚持自己写代码,但今年从一些朋友那里了解到一些 Vibe Coding 的效果以后,也自己尝试了一下,确实能够感受到 Vibe Coding 对写代码的巨大冲击,我的心态也出现了一定的变化。Vibe Coding 并不复杂,其实就是用一些 Coding 客户端,配上 LLM 加一些 Tool Call,使得 LLM 可以自己编写、测试和运行代码。目前随着 LLM 能力的变强,Vibe Coding 逐渐成为了一个可以负担得起且效果不错的东西。结合实际的使用,以及受朋友们的一些启发,我目前已经用它进行了一些 Vibe Coding 尝试,例如: 写一些简单的 MCP 服务器,例如把 devdocs.io 的文档通过 MCP 暴露给 LLM,让它可以精确读取标准库的文档,避免幻觉,还有让 LLM 可以读取波形文件的 waveform-mcp; 写一个 API 路由器,可以在多个 API 提供商之间自动 Fallback,类似于本地版的 OpenRouter,但在这里主要是为了解决 Rate Limit 问题; 对已有代码的一些改进,比如实现 TODO,修复代码…  ( 1 min )

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    解决在 VS Code 中 Github Copilot 无法在 SSH 远程环境中使用的问题
    平时我们使用 VSCode 进行远程开发时,但远程开发过程中,GitHub 的 Copilot 似乎是失效的,它无法激活 MCP 扩展,会一直卡在运行中,直到超时。 <img src="https://static.txisfine.cn/upload/iSh
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    Docker Is Slowly Filling Up Your Home Lab Disk Space (And the Tool I Use to Fix It)
    Well, it is happening, there is another casualty of the AI boom and that is hard drives. Just in the last couple of days, news of hard drive price increases… The post Docker Is Slowly Filling Up Your Home Lab Disk Space (And the Tool I Use to Fix It) appeared first on Virtualization Howto.  ( 39 min )
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    使用内存数据库进行MyBatis单元测试
    使用内存数据库(如H2)进行MyBatis功能测试,能实现轻量、高效、隔离的测试环境(无需部署真实数据库,测试后数据自动销毁)。 一、核心优势 轻量无依赖:无需安装/部署数据库,随用随建; 速度快:内存操作,测试执行效率远高于真实数据库; 数据隔离:每个测试用例可独立初始化数据,无跨用例污染; 无残留:测试结束后内存释 […]  ( 5 min )
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    WCY-dt/MrRSS: 一个现代化、跨平台且免费的 AI RSS 阅读器。
    A modern, cross-platform, and free AI RSS reader. 一个现代化、跨平台且免费的 AI RSS 阅读器. - WCY-dt/MrRSS  ( 17 min )
    paramientos/laravel-plugin-system: 一个广泛的 Laravel 插件系统,为模块化应用程序开发提供路线、控制器、服务、视图和配置的自动注册。
    An extensive Laravel plugin system that provides automatic registration of routes, controllers, services, views, and configurations for modular application development. - paramientos/laravel-plugin...  ( 23 min )
    paramientos/presto: Presto 是 PHP 的依赖关系管理器,也是 Composer 的直接替代品。
    Presto is a dependency manager for PHP and drop-in-replacement for Composer - paramientos/presto  ( 17 min )
  • Open

    Enable GPU Support in Kubernetes: A Complete Guide
    How to Enable GPU Support in Kubernetes Running Large Language Models (LLMs) like Ollama in Kubernetes requires GPU acceleration for optimal performance. This comprehensive guide walks you through enabling NVIDIA and AMD GPU support in Kubernetes clusters, deploying Ollama with GPU resources, and building a sample AI application. Prerequisites Before enabling GPU support for Ollama […]  ( 56 min )

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    I Now Manage My DNS Server from Git (and It Changed Everything)
    I have been writing a lot about DNS lately as I have been trying out a lot of different solutions. Recently, I took the new version of Technitium for a… The post I Now Manage My DNS Server from Git (and It Changed Everything) appeared first on Virtualization Howto.  ( 40 min )
  • Open

    arshidkv12/zig-php: 用 Zig 编写的 PHP 扩展
    PHP extension written in Zig. Contribute to arshidkv12/zig-php development by creating an account on GitHub.  ( 5 min )
    laravel/ranger: Ranger 是 Laravel 应用程序的强大自检库。
    Ranger is a powerful introspection library for Laravel applications. - laravel/ranger  ( 8 min )
    MrPunyapal/rector-pest: PestPHP 的 Rector 规则可提高代码质量并帮助版本升级。
    Contribute to MrPunyapal/rector-pest development by creating an account on GitHub.  ( 8 min )
    bylinxx/MacCalendar: 完全免费&开源的离线小而美 macOS 菜单栏日历 app,支持中国农历、节假日、放假安排、系统日程等
    完全免费&开源的离线小而美 macOS 菜单栏日历app,支持中国农历、节假日、放假安排、系统日程等 - bylinxx/MacCalendar  ( 4 min )
  • Open

    缓存架构实战指南:6大核心缓存技术深度解析与落地方案
    在高并发系统设计中,缓存是提升性能的“关键杠杆”——它能将数据库的磁盘IO转化为内存访问,让系统响应速度从毫秒级降至微秒级。但实际开发中,很多团队面临“缓存用不对”的困境:要么过度依赖Redis导致架构复杂,要么忽视本地缓存浪费性能,要么因缓存策略不当引发数据不一致、缓存穿透等问题。 本文将系统拆解工作中最常用的6种缓 […]  ( 7 min )
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    Agents Are the New Microservices: What 2025 Taught Us About AI Engineering
    Understanding AI Engineering in Modern Microservices The AI engineering landscape has undergone a seismic shift in 2025. What started as experimental prototypes just two years ago has evolved into production-ready systems powering real enterprise workflows. If you’ve been building containerized applications and microservices, you’re already equipped with the mental models needed for this new era—because […]  ( 30 min )
    Kubernetes for Generative AI: Complete Guide to Deploying LLMs at Scale
    The explosion of Generative AI has transformed how we build applications, but deploying Large Language Models (LLMs) at scale presents unique challenges. Kubernetes has emerged as the de facto platform for orchestrating these AI workloads, offering the scalability, resource management, and operational excellence needed for production Generative AI applications. In this comprehensive guide, we’ll explore […]  ( 33 min )

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    RouteOS v7 BGP AS-PATH 拒绝过滤器不生效的问题排查
    问题回放 我在 CCR 2004 和 CHR 之间运行了一个 eBGP 会话,ROS 版本均为 7.20.5 以下是 C
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    Stop Drawing Network Diagrams Manually Scanopy Does It for You
    Keeping your network diagrams up to date can be a chore. You already probably know how this story ends. You start out having good intentions and use something like draw.io… The post Stop Drawing Network Diagrams Manually Scanopy Does It for You appeared first on Virtualization Howto.  ( 39 min )
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    "朝花夕拾"--专注时钟
    谁曾想大学期间”灵机一动“而诞生的”专注时钟“自用项目,现在已经使用三年多了。 虽说还有许多待完善的地方,不过日常使用也足够了。一直以来,都是我用来当作电脑的屏保显示时间。 看看是否有同样需求的朋友,就写了这篇简略的介绍。 ”专注时钟“,主要是用来极简的显示桌面时间,拥有多种主题,也支持番茄时钟。 可通过设置常亮,保持时钟恒定显示不熄屏。 有网页端和windows桌面端,也可使用GitHub pages进行部署。 网页端:专注时钟 windows桌面端:<a  ( 2 min )
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    el7cosmos/pasir: 这是一个高性能的 PHP 应用服务器,使用 Rust 编写,通过将 PHP 执行直接嵌入现代 HTTP 服务器,为 PHP 应用程序提供了坚实的基础。Pasir 使用自定义 SAPI 和通过 ext-php-rs 的 C 绑定构建,提供了一个快速高效的替代传统 PHP-FPM 设置的方案,同时保持与现有 PHP 应用程序的兼容性。n Rust
    PHP Application Server in Rust. Contribute to el7cosmos/pasir development by creating an account on GitHub.  ( 20 min )
    laravel/surveyor: Laravel Surveyor 是一个强大的 (主要是) 静态分析工具,旨在从您的代码中提取详细的 PHP 和 Laravel 特定信息。
    No content preview
    sunchayn/nimbus: Nimbus 自动分析您的路由和验证规则,以构建交互式请求模式和用于测试和探索 API 的本机接口。
    Nimbus automatically analyzes your routes and validation rules to build interactive request schemas and a native interface for testing and exploring your APIs - sunchayn/nimbus  ( 10 min )
    Flow-Launcher/Flow.Launcher: Windows 快速文件搜索与应用程序启动器,支持社区制作的插件。
    :mag: Quick file search & app launcher for Windows with community-made plugins - Flow-Launcher/Flow.Launcher  ( 28 min )
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    AI Agent 扩展双雄:MCP 与 Agent Skill 深度拆解——从设计哲学到实战落地
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    Vibe Check №41
    🎵 Christmas time is here. Happiness and cheer. Fun for all… that children call… their favorite time of year. School’s out. The work laptop’s closed. Now is a good time to recount the vibes. I wanted to get out this vibecheck before embarking on the annual recap that way it’s less moodier than years prior. Fixing my mood with music Last vibe check I was super grumpy. Thankfully, I was able to start shaking off that cloud by fixing my mood with music. I am not kidding when I say I got to see three of my favorite bands in the span of a month. The first was my current favorite band The Beths. According to Spotify Wrapped I’m a Top 0.2% global fan. They came through Austin and played an incredible set at Emo’s. All the hits. I was enchanted for one evening. Then a week or so later I saw my fri…  ( 9 min )

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    2025:从草稿箱到收件箱
    距离2026年还有11天,还没有完完全全写过年度总结类似的文章,或许自认为还没有那么多可描述的。从2016年开始认识虚拟主机,但真正的开始是2022年2月14日第一个ICP备案,到如今总计1407天,没想到能坚持那么久。在大学课堂上听到老师说博客已经是过去...  ( 2 min )
    骑楼里的南宁:复古滤镜
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    Docker系列 WordPress系列 m2w 2.6:博客管理的重要转折点
    Bensz Docker系列 WordPress系列 m2w 2.6:博客管理的重要转折点 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! 前言 前文回顾:Docker系列 WordPress系列 WordPress上传或更新Markdown的最佳实践-m2w 2 使用2.5版本的小伙伴,升级时记得改为2.6版本的 myblog.py。内容大体上是相似的,但有一丁点区别。还是直接换掉保险 (~ ̄▽ ̄)~ 有什么问题加tg群问哈 小伙伴们都还记得之前我们介绍过的 m2w 吗?就是那个可以将本地 Markdown 文件自动上传或更新到 WordPress 的神奇工具!时隔不久,m2w 迎来了 2.6 版本,这个版本可不是小修小补,而是带来了许多重要的改进和新特性。今天,就让我带大家一起看看这个 2.6 版本到底有什么值得我们关注的地方 […] Bensz  ( 14 min )
    AI应用系列 一个简单的Vibe coding的通知系统
    Bensz AI应用系列 一个简单的Vibe coding的通知系统 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! VibeNotification的Github仓库: 开发和调试不易,希望小伙伴们帮忙给项目点Star、关注我的帐号呀!感谢感谢! 前言 最近在用 Claude Code/Codex 跑长任务时,我希望他们工作时我可以做点别的事;等回复完成后再给个系统提示,我再过去查看结果。在Play a sound when Codex finishes a prompt / task · Issue #3962 · openai/codex的启示下,我折腾了个小工具——VibeNotification,能在 Claude Code/Codex 回复完成时弹系统通知+响铃。经过一段时间的调试,目前算是可用性 […] Bensz
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    沃尔沃S60三年质保到期前的各项检查
    2022年末购置的这台沃尔沃S60的质保期是三年,日历上的保修期还有几天就要截止了,想着赶紧去到4S店给S60做一次出保前的各项检查,若是发现非人为问题产生的质量问题,就都一并更换处理了把,避免未来再自费承担那高额的维修费用。 虽然2023款的沃尔沃S60在质量排名上是较为靠前的,但平时用车过程中谁都保不齐会出现什么小概率事件… 特别是前段日子沃尔沃爆发了一部分凸轮轴问题,那高昂的维修费用,真是让人蛋疼。好在沃尔沃官方最终给出了凸轮轴永久保修…算是吃了一颗定心丸。 沃尔沃S60三年质保到期前的各项检查 说实话质保到期前的检测项目还有点多,小红书或抖音 一搜全是相关内容。但自己比较懒,并没有自己盯着逐项做检查,最终还是给到4S店的维修师傅帮忙做相关检查,整个流程下来,总体来说情况还挺好。 这三年过程中也没出现过啥大的问题,唯一小毛病肯定有,就是偶尔车机无声音,这属于软件BUG,手动重启车机就能解决,出现问题的周期1年不超过2次,也算能接受。在这台S60第一年两万公里行程中,就遇见过2次,若是亲朋好友在车上,要预见这类问题,是真的会好尴尬。 需要按着HOME键差不多20秒,才能重启车机… 2023款S60的车机是基于Android开发的,每3-5个月,沃尔沃官方会提供一次升级,目前3.7版本已经算是优化了很多了,希望未来的BUG越来越少。 沃尔沃S60的保养一次都没少 关于油品,因为家门口的中国石化改成了中化石油,所以从那台陪伴了八年的马自达昂克赛拉开始,大部分时间都在使用中化石油。 也可能是因为高速上行驶的里程比较多,所以暂时没啥问题,没出现过什么故障灯故障码的。 仅有一次在使用沃尔沃4S店0-20W德联V6000全合成机油,并不是很放心,其它基本全程用官方的嘉实多全合成机油。 沃尔沃S60出保后最容易坏的几个部件 转矩棒,沃尔沃SPA平台下,全系车型都有这根转矩棒。发动机舱温度高,橡胶老化开裂是必然结果,所以转矩棒是易损件。 蒸发箱,之前就一直是沃尔沃的通病之一,本身设计和材质都有缺陷,好在现在有第三方副厂的升级改进产品取代。但更换蒸发箱要拆掉车内全部的仪表中控台,工程量超级的大。 叶片弹簧,沃尔沃SPA平台的所有车型后悬挂都没有螺旋弹簧,仅靠这根复合材质的叶片弹簧支撑。虽然坏的 转矩棒 蒸发箱 叶片弹簧 VOLOV S60 第四年保险 十多年来一直是人保车险的忠实用户,仅在2022年的时候出过一次险,体验也都是蛮好的,但这次续保却有些犹豫了。自从40岁在武汉的新工作开始,似乎休息越来越少,所以用车也越来越少。外加去年中秋节入手小牛NXT到上个月换新的NXT大师,沃尔沃是越开越少,目前一年12000公里里程,相比之前一年两万公里要少了很多很多。 因为长期存放地库,所以这次对于车损险 1760.40元的费用,有些纠结了。后来人保优惠后的总价3881.29元,其实还纠结了好久,因为知道用车少,所以才顾及这保险费用。 而且第四年保费比起第三年人保,要略贵… 之前五六千的价格不眨眼,而现在却有点捉襟见肘囊中羞涩起来,不知道是不是人到中年都会如此。 之前在拥堵的市区,暴利驾驶,油耗确实会比较高,沃尔沃S60百公里油耗超20升也常有~ 上次国庆出发前的准备后往返一趟西安至今2836.9公里,平均油耗 5.6升,还是比较满意的。
  • Open

    Benchmarking LLMs with Docker Model Runner: A Complete Performance Guide
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    InterceptSuite/ProxyBridge: 将任何 Windows/MacOS TCP 和 UDP 流量重定向到 HTTP/SOCKS5 代理
    Redirect any Windows/MacOS TCP and UDP traffic to HTTP/Socks5 proxy - InterceptSuite/ProxyBridge  ( 12 min )

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    12 Proxmox Host Tweaks Worth Doing This Weekend
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    tasselx/Keyden: 一款简洁优雅的 macOS 菜单栏 TOTP 验证器——密钥安全存储于 macOS 钥匙串,支持扫码添加账号与一键复制验证码
    Keyden is a clean and elegant macOS menu bar TOTP authenticator — securely store secrets in macOS Keychain, add accounts via QR code scanning, and copy codes with one click . Keyden 是一款简洁优雅的 macOS ...  ( 16 min )

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    The Merge of Tech and Teaching: Why the Future of Education Is Hybrid
    Education has experienced a significant transformation over the past few years. The educational environment, which used to rely on chalkboards and textbooks, now incorporates digital resources alongside hybrid learning. Education has transitioned to hybrid learning, combining conventional classroom instruction with digital educational materials. The educational system now provides students and teachers with multiple learning options, […]  ( 28 min )
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    LoggiFly Is the Docker Log Alerting Tool I Didn’t Know I Needed
    Docker logs are definitely one of the first places I look when troubleshooting issues with containers. It is often where you will find the root cause of the issue that… The post LoggiFly Is the Docker Log Alerting Tool I Didn’t Know I Needed appeared first on Virtualization Howto.  ( 39 min )
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    bonu-dev/php-elasticsearch-builder: 一个干净、流畅、不可变且类型安全的 Elasticsearch 查询生成器 - 从头开始 ​​ 构建,可与官方 Elasticsearch PHP 客户端无缝协作。
    PHP Query Builder for Elasticsearch. Contribute to bonu-dev/php-elasticsearch-builder development by creating an account on GitHub.  ( 16 min )
    thedevdojo/refine: Refine 是一个实时 Blade 编辑器。它支持在浏览器中即时编辑 Blade 模板。右键点击任何元素,选择“编辑代码”,然后直接修改源代码。
    A developer Chrome extension and Laravel package for live-editing Blade templates directly in the browser - thedevdojo/refine  ( 20 min )
    ludoguenet/laravel-artifact: 轻量级的 Laravel 软件包,可以轻松处理基本的媒体管理。
    Lightweight Laravel package that handles basic media management with no fuss. - ludoguenet/laravel-artifact  ( 9 min )
    xnx3/translate: AI i18n,两行 js 实现 html 自动翻译。无需更改页面,无需语言配置文件,无需 API 密钥,SEO 友好!
    AI i18n, Two lines of js realize automatic html translation. No need to change the page, no language configuration file, no API key, SEO friendly! - xnx3/translate  ( 16 min )
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    实战指南:注册亚马逊云科技账号与创建 Amazon RDS 数据库
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    Java开发的ACK+Jenkins一键部署迁移实战
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    ”新面“之缘
    偶然间在购物平台上看到了”玉米面条“,很好奇味道如何,就下单买了。 今天下午终于到了。迫不及待的想尝尝味道如何。 与”麦面“大都是由面粉直接制成生面条不同,”玉米面条“是由玉米处理熟化过的。 看了有关玉米面条美食视频后,发现处理过程和麦面大同小异。就简单炒个面尝尝。 口感上来说更像是”土豆粉、米粉“的爽滑、Q弹,可能是蛋白质含量相对较低的原因。 再配上一瓶茉莉青提味的强爽8度,好不惬意。 <a href="#碎碎念" class="headerlink"  ( 2 min )

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    当城市开始变暖:逛青秀山菊展
    12月14日,这是今年第三次来到青秀山了,受同学邀约,四人同行,两男两女一同骑着小电驴抵达青秀山东门,此时道路已经挤满了小车,而我们在两车之间,灵活的抵达停车点。 入口处是三角梅,因为前几天下雨降温,这天可是难得的好天气,找了块草坪便坐着晒晒太阳,而我的同学已躺在草坪上。各式各样的菊花在丘石花园等待着我们寻觅。菊花展现场汇集数万盆精品菊花,色彩涵盖黄、粉、红、白、绿、紫等多个色系,可爱的“乒乓菊”...  ( 2 min )
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    [持续更新] - 为什么不应该为了实现需求而调用命令
    总结下一些案例场景,图快和方便调用命令在私有化的问题。
  • Open

    10 Small Changes That Made My Home Lab Far More Reliable
    When it comes to improving and “upgrading” your home lab, most of us starting thinking about the hardware side of things. More memory (haha, rolling eyes at prices), faster storage,… The post 10 Small Changes That Made My Home Lab Far More Reliable appeared first on Virtualization Howto.  ( 41 min )
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    The LED TV Trends Changing How Everyone Watches Today
    Television habits have changed dramatically in the last decade. Homes now rely on bigger screens, sharper images, and smarter features that transform everyday viewing. LED technology leads this change with upgrades that improve picture quality and overall comfort. Many buyers explore new models with advanced lighting and high-performance processors. This shift has made modern TVs […]  ( 24 min )
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    aerni/laravel-cloudflared: 一个简单的包,用于为您的 Laravel 项目创建和管理 Cloudflare 隧道。Cloudflare 隧道为您提供对本地开发环境的即时公共访问,类似于 Expose 或 ngrok,但由 Cloudflare 提供支持。
    A simple package to create and manage Cloudflare Tunnels for your Laravel projects. - aerni/laravel-cloudflared  ( 7 min )
    samber/hot: 用于读取密集型 Go 应用程序的内存缓存库
    🌶️ In-memory caching library for read-intensive Go applications - samber/hot  ( 35 min )
    osama-98/laravel-enum-translatable: osama-98/laravel-enum-translatable: 一个用于可翻译枚举的 Laravel 包。
    Contribute to osama-98/laravel-enum-translatable development by creating an account on GitHub.  ( 15 min )
    lusingander/serie: 你终端里丰富的 git 提交图,就像魔法一样 📚。
    A rich git commit graph in your terminal, like magic 📚 - lusingander/serie  ( 34 min )
    Grazulex/shipmark: 通过一个交互式命令行界面自动化您的发布工作流程,该界面生成变更日志、管理版本并创建标签——所有这些都无需外部依赖。
    Git Release Management Made Easy. Contribute to Grazulex/shipmark development by creating an account on GitHub.  ( 21 min )
    hezhizheng/go-wxpush: 极简且免费的微信消息推送服务 (基于 golang)
    No content preview
    rainxchzed/Github-Store: 一个免费的开源应用商店,用于 GitHub 发布 - 浏览、发现并一键安装应用。
    A free, open-source app store for GitHub releases — browse, discover, and install apps with one click. Powered by Kotlin and Compose Multiplatform for Android & Desktop. - rainxchzed/Github-Store  ( 17 min )
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    try...catch性能深度剖析:从JVM原理到实战优化,打破技术迷思
    在Java开发圈,“try...catch影响性能”的说法流传已久——有人在代码评审时强制要求移除循环内的try块,有人为了“性能”放弃异常处理的规范性,甚至有人将异常视为“洪水猛兽”。但在JVM经过十余年的迭代优化后,这种说法是否还成立? 本文将从历史渊源、JVM底层机制、多场景性能测试、JVM优化技术、实战最佳实践 […]  ( 5 min )

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    9 Home Lab Services I Would Deploy First on a Fresh Proxmox Install
    When I build a brand new Proxmox host or cluster, I don’t start with deploying everything and the kitchen sink. I focus on getting a small set of home lab… The post 9 Home Lab Services I Would Deploy First on a Fresh Proxmox Install appeared first on Virtualization Howto.  ( 40 min )
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    跨境电商首选KiteSIM :全球多国号码接收短信 + 多地 eSIM 漫游上网
    KiteSIM 提供独享虚拟号码与原生IP流量卡,支持WhatsApp等平台可靠验证,覆盖200+国家,兼顾隐私、稳定与全球兼容性,适用于社媒运营、跨境电商等场景。KiteSIM适用场景社交媒体运营:在 WhatsApp、Telegram、Facebook、Instagram、TikTok 等平台账  ( 1 min )
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    HTTP3与QUIC详解
    HTTP3基于QUIC实现传输层革新,彻底解决HTTP1/HTTP2的TCP层瓶颈;QUIC是UDP上的可靠传输+加密+多路复用综合体,HTTP3则适配其特性优化应用层传输。以下从协议原理、核心细节、全面对比、部署与兼容等维度展开,深度解析并对比四代协议。 一、HTTP1(1.0/1.1) HTTP1是基于TCP的文本 […]  ( 3 min )
    AI原生数据库新标杆:seekdb深度解析,轻量架构与混合搜索的双重革命
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    atuinsh/atuin: Atuin 使用 SQLite 数据库替换现有的 shell 历史记录,并记录命令的附加上下文。此外,它还通过 Atuin 服务器提供机器之间可选且完全加密的历史记录同步。
    ✨ Magical shell history. Contribute to atuinsh/atuin development by creating an account on GitHub.  ( 8 min )
    skim-rs/skim: 我们平时花很多时间去文件、行和命令之间切换来切换去。这时候 Skim 就派上用场了!它是一个强大的模糊查找工具,能帮你让工作流程更快更高效。
    Fuzzy Finder in rust! Contribute to skim-rs/skim development by creating an account on GitHub.  ( 38 min )
    DayuanJiang/next-ai-draw-io: 一个将人工智能功能与 draw.io 图表集成的 next.js 网络应用程序。该应用程序允许您通过自然语言命令和人工智能辅助可视化来创建、修改和增强图表。
    A next.js web application that integrates AI capabilities with draw.io diagrams. This app allows you to create, modify, and enhance diagrams through natural language commands and AI-assisted visual...  ( 18 min )
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    Complete Guide: Migrating from NGINX Ingress to Kubernetes Gateway API in 2025
    Learn how to migrate from NGINX Ingress Controller to Kubernetes Gateway API before March 2026 deadline. Step-by-step guide with ingress2gateway tool, code examples, and best practices.  ( 54 min )

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    Stop Using Pi-Hole Sync Tools and Use Technitium DNS Clustering Instead
    Having redundant DNS servers in a home lab is a great idea and helps to shore up one of the single points of failure that we can have in the… The post Stop Using Pi-Hole Sync Tools and Use Technitium DNS Clustering Instead appeared first on Virtualization Howto.  ( 41 min )
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    做了一个WordPress文章热力图插件
    最近突然想起来,之前圈里流行过一阵搞热力图的热潮,当时比较忙,就没参与,最近突然就想到了这个事情。 一开始就想着仿照github的样式做一个热力图,大概需求就是可以按照时间、文章类型显示对应的热力图。 完事之后发现比较空旷: 右侧的留白太多了,不好看。然后就简单的搞了一些统计放进去填充了一下。 统计代码分两部分(一开始 […]  ( 3 min )
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    FedericoPonzi/Horust: Horust 是一个用 Rust 编写的监督者/初始化系统,旨在容器内运行。
    Horust is a supervisor / init system written in rust and designed to run inside containers. - FedericoPonzi/Horust  ( 15 min )
    productdevbook/port-killer: 一个原生的 macOS 菜单栏应用,用于查找和终止在开放端口上运行的进程。非常适合需要快速释放端口 (如 3000、8080、5173 等) 的开发者。
    No content preview
    KnpLabs/knp-components: 各种组件包,包括分页器
    Various component pack, includes paginator. Contribute to KnpLabs/knp-components development by creating an account on GitHub.  ( 4 min )
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    Process Explorer助你轻松找出Windows弹窗广告
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    PatchMon Is the Linux Update GUI I’ve Been Wanting for My Home Lab
    An aspect of maintaining a production environment or home lab environment that I have personally never really enjoyed is patching. However, it is one of those necessary evils when you… The post PatchMon Is the Linux Update GUI I’ve Been Wanting for My Home Lab appeared first on Virtualization Howto.  ( 41 min )
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    How To Install Minikube on Ubuntu (Linux): Complete Step-by-Step Guide
    Minikube is a powerful tool that lets you run Kubernetes locally on your Ubuntu machine. Whether you’re a developer testing Kubernetes applications or learning container orchestration, Minikube provides a lightweight, single-node Kubernetes cluster that’s perfect for development and testing purposes. In this comprehensive guide, I’ll walk you through everything you need to know about installing […]  ( 23 min )
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    imputnet/helium: 为人们打造的基于 Chromium 的网络浏览器,充满爱。默认最佳隐私,无偏见的广告拦截,无臃肿无噪音。
    Private, fast, and honest web browser. Contribute to imputnet/helium development by creating an account on GitHub.  ( 8 min )

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    guanguans/php-cs-fixer-custom-fixers: 使用 php-cs-fixer 去格式化 bats、blade.php、Dockerfile、env、json、md、sh、sql、text、toml、txt、xml、yaml...文件。
    Use php-cs-fixer to format bats,blade.php,Dockerfile,env,json,md,sh,sql,text,toml,txt,xml,yaml...files. - guanguans/php-cs-fixer-custom-fixers  ( 43 min )
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    奋斗就是,每一天都很难
    年末收官在即,从仙剑里的南诏国回来之后,就突然的变得更忙了,要不是反复发作了两个月的肾结石排出体外的话,这段日子真的不知道怎么熬。所以这段日子~日志更新的很慢,文章陆陆续续在Typora中更新和停留,有空的时候再Hugo之后上传覆盖更新。 转眼已进入2025年12月,最后一个月的冲刺,感觉要命的事情只会是更多。。。 《人民日报》说,奋斗就是,每一天都很难,可一年会比一年更容易;不奋斗就是,每一天都很容易,可一年会比一年更难。 新员工蜜月期 同学NG今年都第五份新工作,也差不多要到头了,毕竟企业和新员工之间都会有蜜月期,而这个蜜月期过去之后,该来的都得来。如果只是企业的问题,那么不会5家企业都有问题,所以反之还是同学NG的个人问题更多一些。 当然同学NG这样一年12个月,换5份工作,实际领取了15个月工资,中途还断断续续休息了2个月,比起我这样天天996的人要舒服多了。这5分工作OFFER月薪都高于8K,在武汉40++的年龄机会还是不错的。 当然~ 在这篇文章发布的时候,NG又一次离职了,希望能在年底前,向年内第六份新工作发起最后的冲击。 第三届全国人力资源服务业发展大会 这是一次在武汉举办的全国性人力资源服务行业大型展会,周六的下午去现场走马观花的转了一圈,不得不感慨这些传统行业借助AI驱动人才服务,已经开始各种尝试和投入商用市场。 有时候不得不服老,很多时候失去了对行业内新新事物的兴趣。要知道自己大学学的计算机,做的是编程,毕业后也一直活跃在互联网企业,也算是最早一批研究人工智能和自然语言处理等大数据业务的龙头企业。才离开几年… 就这么的OUT ~ 就说 支付宝 把,谁又能想到 支付宝 作为参展商出现在 第三届全国人力资源服务业发展大会 ,支付宝又能提供哪些人力资源服务呢? 恰恰是支付宝数以亿级的认证数据,传统企业办理入职手续需要很多员工入职资料,比如 身份证复印件、银行卡复印件、学历证书复印件等等。而支付宝本身就是实名认证的APP,那么在入职的时候NFC支付宝碰一下就能将在支付宝认证过的人员信息传入企业员工数据库。外加钉钉… 已经很方便了。。。。 年度物业管理费 每年末都会按时的去支付下一年度的物业管理费,从没拖欠过,我这样让物业省心的业主应该是小区中占比最多的。每天早出晚归,平日从来不找物业啥麻烦,即使是门口楼道灯坏了,都自己去给它换个更亮堂的。但小区内、车库内,楼道口那么多广告位的收入还有停车费的收入等,从没看到物业分红。 武汉保利物业,唯一的好,是在物业费交钱的那一刻,服务确实是很好。感觉刷付款码,登记,开票都比其他行业要更快更准确。但日常服务也可能有很多把,只是自己用不到。 2013年交房以来至今12个年头,不管是空置还是装修入住,没少过一分,即使是武汉疫情那年。小区封闭车辆临停了3个多月不带优惠一分的… 哎~ 有时候怀念那些老小区,每月十几块钱的物业费即可,遇见社区比较好的,物业服务与品质,远超那些大的开发商,还能有分红。 哎~ 保安~ 刚交房时,都是1米8的大小伙,次年就是1米7,再1年1米6…再后来不知道什么时候开始,不管白天黑夜都是老头子…保安保护不了任何业主的安全。 前几年没带小区门卡,直接翻越闸机,保安一句话不说… 后来小区换人脸识别了, 我从来没去物业录过脸,却每天在小区大门口,刷脸开门…丝滑无比,至少刷出来了6-7个业主的头像比对成功,更有两次直接刷出女性大妈的人脸比对成功… 看来自己是真的老了。 华仔潮汕鲜牛肉粿条 这是群花负一楼新开的一家潮汕鲜牛肉粿条店,对于一周至少2-3次午餐在群光解决的牛马来说,一定会去尝试。基础款30元的价格,真的是好让人失望… 避雷把~ 反倒是前不久,在书城路前理工大升升学生公寓附件开设的一家潮汕牛肉粿条店反倒无比正宗。那天和同事也是累得够呛,此时无比怀念2022年国庆假期潮汕地区的吃吃喝喝。 街道口季佳PAI 街道口季佳PAI的外立面涂鸦又更新了,说明很长一段时间又过去了。 说实话一年里没几天舒服日子,明明被一把把粗糙的刀深深的扎下,却还要笑脸说没事… 命硬~被背锅,被甩锅是常有的事。 当然还包括被领导骂… 好在今年没醉过… 却有点行尸走肉的感觉…一年比一年难过,难道是自己没有奋斗吗?
  • Open

    35岁生日,在横店
    最近全国各地降温,今天杭州也特别冷,大家注意保暖。这周末没有出行安排,今天在家干了一天家务,把宝宝的衣物、毯子全部洗了,下周再洗奶瓶等哺乳用品,为迎接宝宝出生做最后的准备。明天上午产检,下午到小...  ( 2 min )
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    The Future of Machine Learning and Agentic AI: AI Agents, and What’s Coming Next
    Explore the future of AI agents, agentic AI systems, and machine learning from 2025 to 2035. Learn how multi-agent architectures, containerized AI workflows, and autonomous systems will reshape technology, business, and society.  ( 33 min )
    Smarter Ways to Track Contracts and Payments
    Most teams don’t intend to build their entire contract process on spreadsheets. It happens slowly. A new contract is added. Then a payment date. Then an amendment. Then a new tab. Before long, the spreadsheet becomes massive, fragile, and unpredictable. You rely on it because it’s familiar—not because it works. As your organization grows, spreadsheets […]
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    houbb/opencc4j: java 中文繁简体转换,支持台湾、香港、中文日文转换。
    🇨🇳Open Chinese Convert is an opensource project for conversion between Traditional Chinese and Simplified Chinese.(java 中文繁简体转换,支持台湾、香港、中文日文转换。) - houbb/opencc4j  ( 35 min )

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    Ultimate Home Lab Starter Stack for 2026 (Key Recommendations)
    If you were able to wipe the slate clean and start your home lab journey fresh today for the beginning of 2026, what would your starter stack look like? I… The post Ultimate Home Lab Starter Stack for 2026 (Key Recommendations) appeared first on Virtualization Howto.  ( 40 min )
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    pyfox / CustomInspections: 用于编写自定义代码检查的 IntelliJ 产品插件,使用正则表达式。
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    JerryZLiu/Dayflow: Dayflow 是一款原生 macOS 应用程序 (SwiftUI),以 1 FPS 的速度录制您的屏幕,每 15 分钟使用 AI 进行分析,并生成您的活动时间线及摘要。它体积小巧 (应用程序大小为 25MB),使用约 100MB 的 RAM 和不到 1% 的 CPU。
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    PGshen/mini-clipboard: 轻量、好看的 macOS 剪贴板管理器:采集历史、时间线浏览、收藏分组、直接粘贴、快速粘贴、即时搜索等能力,帮助你更快地跨应用粘贴内容。
    Open-source. Focused on simple, beautiful, and smooth experience. - PGshen/mini-clipboard  ( 8 min )
    lizhipay/acg-faka: 个人发卡源码,发卡系统,二次元发卡系统,二次元发卡源码,发卡程序,动漫发卡,PHP 发卡源码,异次元发卡
    个人发卡源码,发卡系统,二次元发卡系统,二次元发卡源码,发卡程序,动漫发卡,PHP发卡源码,异次元发卡 - lizhipay/acg-faka  ( 4 min )
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    游惠宝长效卡12月福利,大陆港澳轻松漫游上网,支持收短信
    游惠宝国际漫游长效卡是一款可在中国大陆漫游使用上网卡,支持漫游中国大陆、中国香港、中国澳门、新加坡、马来西亚等22个国家地区的流量。除了漫游上网外还可额外选购香港电话号码,号码可用于接收短信和注册海外服务。适用场景游惠宝长效卡适用于以下任意一种场景:经常在中国大陆、港、澳、新加坡等多地出差的商务人士  ( 1 min )
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    AI for Technical Writing: Best Tools for Documentation & Knowledge Bases
    Far from just “writing,” technical documentation has always required an architectural discipline. But in 2025, that architecture is being built differently. We’re moving beyond the days of manual drafting and staring at a blinking cursor. Today, our role looks more like “Knowledge Operations Engineers,” shaping, prompting, and organizing intelligent data. And our tools are evolving […]  ( 31 min )

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    Why the Kubernetes AI Conformance Program Changes Everything for Production AI Workloads
    The Cloud Native Computing Foundation just dropped something significant at KubeCon + CloudNativeCon North America 2025: the Certified Kubernetes AI Conformance Program. If you’ve been running AI workloads on Kubernetes—or trying to—you already know why this matters. If you haven’t, let me explain why this is a game-changer for the entire AI infrastructure ecosystem. The […]  ( 44 min )
    Scaling Your Startup: How a QuickBooks-Integrated CRM Supports Growing Business Needs
    In the early days of a startup, it’s normal to run everything from QuickBooks, a shared inbox, and a couple of spreadsheets. You know every customer by name, you remember who owes what, and most important information lives in your head. But as your startup wins more clients, hires more people, and handles more deals […]
    Why Kubernetes Runs Better on GPUs?
    The convergence of Kubernetes and GPU computing has fundamentally transformed how organizations deploy and scale artificial intelligence, machine learning, and data science workloads. As GPU-accelerated applications become increasingly mainstream, understanding why Kubernetes excels at orchestrating GPU resources is essential for modern infrastructure teams. The Evolution of GPU Support in Kubernetes Kubernetes revolutionized container orchestration when […]
    The Role of Patient Education Content in Effective Medical SEO Strategies
    In today’s digital environment, healthcare providers recognize the importance of a robust online presence. Effective medical search engine optimization (SEO) strategies are crucial in achieving this goal. Among various tactics, patient education content stands out as a key component. Well-crafted educational materials boost visibility and build trust with audiences. Understanding Medical SEO Medical SEO involves […]
    Microservices For Video Screencasts On Kubernetes
    Technical screencasts and demo videos have quietly become core infrastructure for many engineering teams. A clean recording of a deployment walkthrough or cluster debugging session often saves more time than a long internal document. Once teams start producing these videos regularly, a familiar problem appears: huge files, manual editing, slow uploads, and no reproducible pipeline. […]
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    Do You Really Need Wi-Fi 7 in Your Home Lab in 2025?
    Usually we are thinking about upgrading other hardware in our home labs, including mini PCs, network switches, storage, and RAM (cough cough with today’s prices). However, there is another aspect… The post Do You Really Need Wi-Fi 7 in Your Home Lab in 2025? appeared first on Virtualization Howto.  ( 39 min )
  • Open

    Wcowin/Mac-Finder-Clipboard: FinderClip 是一款轻量级的 macOS 菜单栏应用程序,为 Finder 提供直观的剪切和粘贴体验。
    FinderClip is a lightweight macOS menu bar application that provides an intuitive cut and paste experience for Finder|FinderClip 是一款轻量级的 macOS 菜单栏应用程序,为 Finder 提供直观的剪切和粘贴体验。 - Wcowin/Mac-Finder-Cli...  ( 12 min )
    SignTools/SignTools: 一个免费的自托管平台,可以在没有电脑的情况下侧载 IOS 应用程序
    ✒ A free, self-hosted platform to sideload iOS apps without a computer - SignTools/SignTools  ( 7 min )
    siddharthvaddem/openscreen: 免费制作令人惊叹的屏幕录制。开源,无需订阅,无水印,商业用途也免费。Screen Studio 的替代品。
    Create stunning screen recordings for free. Open-source, no subscriptions, no watermarks, and free for commercial use. An alternative to Screen Studio. - GitHub - siddharthvaddem/openscreen: Creat...  ( 8 min )
    guiyumin/vget: 多功能命令行下载工具,支持音频、视频、播客等。
    Versatile downloader for audio, video, podcasts, PDFs and more. Available as CLI and Docker | 多功能下载工具,支持音视频、播客、PDF等,提供 CLI 和 Docker 两种方式 - guiyumin/vget  ( 10 min )

  • Open

    Why Containers Will Be More Important Than Ever in the 2026 Home Lab
    I think we are seeing a paradigm shift in hardware landscape with the surging price of consumer RAM. This is not only going to affect the obvious, RAM upgrades, but… The post Why Containers Will Be More Important Than Ever in the 2026 Home Lab appeared first on Virtualization Howto.  ( 39 min )
  • Open

    mdolr/survol: 一个浏览器扩展,用于预览您悬停的任何链接
    A browser extension to preview any link you hover. Contribute to mdolr/survol development by creating an account on GitHub.  ( 5 min )
    nekofar/php-dev-tools: PHP 项目的一些有用的开发要求。
    Some of the useful development requirements for PHP projects. - nekofar/php-dev-tools  ( 4 min )
    ritechoice23/laravel-fluent-ffmpeg: 用于在 Laravel 应用程序中使用 FFmpeg 的流畅、可链式 API。使用优雅、富有表现力的语法处理视频和音频。
    A fluent, chainable API for working with FFmpeg in Laravel applications. Process videos and audio with an elegant, expressive syntax. - ritechoice23/laravel-fluent-ffmpeg  ( 9 min )
  • Open

    GPU Scheduling in Kubernetes: A Complete Guide
    Understanding GPU Scheduling in Kubernetes As artificial intelligence and machine learning workloads continue to dominate enterprise computing, Kubernetes has emerged as the de facto platform for orchestrating GPU-accelerated applications. With ‘Kubernetes AI’ experiencing a 300% increase in search volume in 2025 and 48% of organizations now running AI/ML workloads on Kubernetes, understanding GPU scheduling and […]  ( 38 min )
    MCP Linux Foundation: A Historic Milestone for AI
    MCP Linux Foundation: A New Era for Agentic AI In a move that marks a pivotal moment for the AI industry, Anthropic has donated the Model Context Protocol (MCP) to the Linux Foundation, establishing it as a founding project of the newly created Agentic AI Foundation (AAIF). This announcement, made on December 9, 2025, brings […]
    What a Good Web Hosting Service Should Always Include
    A dependable web hosting service is a requirement for every business with an internet presence in this digital age. A website’s hosting platform impacts speed, security, and the overall experience. Finding the right provider can be difficult, but knowing what to look for can make it a lot easier. Reliability and Uptime Reliable web hosting […]  ( 23 min )
    Strategic Financial Management: A Smarter Approach
    Strategic financial management is the process that helps an organization make informed decisions about allocating resources. Effective planning facilitates growth and helps organizations anticipate challenges and achieve long-term goals. A framework like this encourages steady progress in the right direction by balancing short-term requirements with long-term objectives. Defining Strategic Financial Management Strategic financial management goes […]
    What an External Learning Management System Fixes
    Nowadays, most organizations look for better ways in which they can simplify their training process. Having an external learning management system is a viable option for addressing such instructional requirements. This digital tool allows the company to administer educational content, track learner progress, and ensure consistent delivery. By examining how some common problems are solved […]
    The ROI Behind Choosing Outsourced Help Desk Providers
    The need is clear for companies to minimize support costs without compromising customer service. For organizations seeking to enhance efficiency and reliability in their help desk operations, outsourced help desk providers offer a viable solution. Companies will be able to focus on their core functions by retaining on-site responsibilities, which in turn will enhance profitability […]
    Enterprise Web Design: Scaling for Large Organizations
    Enterprise websites are built to support heavy usage. They have a number of regions, strict security, many owners, and many changes that all fight for the same surface area. When the scale increases, pages become slower, messages get lost, and vital information resides in disconnected documents. A site that ought to facilitate decision-making introduces friction. […]

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    记一次 MikroTik IPSec 隧道丢包问题排查:FastTrack 导致的 IPSec 失效
    背景和拓扑 本次问题发生在一条跨公网建立的 IPSec VPN 隧道中,双方运营商均为相同运营商,设备分别为:
    优雅解决国内安装Ollama下载慢及卡顿的问题
    Ollama 是一款功能完善的本地大型语言模型运行平台,能够让用户在本地环境中快速部署和运
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    Why Deq Might Be the Best Home Lab Dashboard in 2025
    Most of us have tried many of the home lab dashboards that are out there. I know I have been through the common list of them available. And there are… The post Why Deq Might Be the Best Home Lab Dashboard in 2025 appeared first on Virtualization Howto.  ( 41 min )
  • Open

    AI Tools for Kubernetes Operations: Your Complete Guide to Smarter Clusters
    The era of intelligent Kubernetes management has arrived. Gone are the days of manually sifting through logs, guessing at resource allocations, or scrambling during incidents. Today’s AI-powered tools are transforming how we troubleshoot, optimize costs, and build self-healing infrastructure. This deep dive explores five game-changing tools that every Kubernetes practitioner should know: K8sGPT, CAST AI, […]
    How DevOps Teams Can Reduce Cloud Spend Using Modern FinOps Tools
    If you work in DevOps, you’ll already know that cloud spending can creep up month after month. Teams move fast, new environments get spun up, and workloads scale long after traffic goes back down. Before long, the bill surprises everyone. Cloud waste is a real problem, and most teams underestimate how much of their spend […]
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    Apple Container实践
    Apple Container 是苹果公司推出的容器化技术,专门为 macOS 平台设计
  • Open

    快速部署 Nexus Terminal 打造高颜值远程管理终端
    对于运维人员和开发者而言,一款高效、安全、易用的远程连接管理工具是日常工作的刚需。Nexus Terminal(星枢终端)作为一款现代化的Web SSH/RDP/VNC客户端,凭借高颜值界面、丰富功能和强大的安全机制,成为远程管理的优质选择。更重要的是,通过Docker可以快速部署这款工具,充分利用容器化的便捷性和环境隔离特性,让远程服务器管理效率大幅提升。本文将详细分享基于Docker部署Nexus Terminal的完整步骤,以及工具的基础使用方法,新手也能轻松上手。
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    b7s/laravelwhisper: 🎙️ 使用 Whisper.cpp AI 将音频转换为文本 - 直接在 PHP 中!
    State-of-the-art speech recognition to your PHP/Laravel applications - b7s/whisper-php  ( 44 min )

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    Has RAM Pricing Just Made Used Enterprise Servers the Better Home Lab Deal?
    Wow if you have been watching the pricing on RAM in the past few months, we have seen prices skyrocket. This isn’t a good development for those of us running… The post Has RAM Pricing Just Made Used Enterprise Servers the Better Home Lab Deal? appeared first on Virtualization Howto.
  • Open

    donlon/cloudflare-error-page: 该项目创建自定义错误页面,模仿众所周知的 Cloudflare 错误页面。您还可以将其嵌入到您的网站中。
    Cloudflare error page generator. Contribute to donlon/cloudflare-error-page development by creating an account on GitHub.  ( 16 min )
    CaoMeiYouRen/push-all-in-one: 支持 Server 酱 (以及 Server 酱 ³)、自定义邮件、钉钉机器人、企业微信机器人、企业微信应用、飞书、pushplus、WxPusher、iGot、Qmsg、息知、PushDeer、Discord、OneBot、Telegram、ntfy 等多种推送方式。
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    lowphpcom/wnmp: WNMP 通过一条命令安装 Nginx、PHP、MariaDB,集成 acme.sh 自动申请证书,配置 WebDAV、开启 BBR/FQ、关闭 THP,为中小网站、边缘节点、私有化项目提供开箱即用的生产环境。
    WNMP One‑Click Stack | WebDAV · Nginx · PHP · MariaDB · Kernel Tuning - lowphpcom/wnmp  ( 20 min )

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    wasm-fmt/mago_fmt: 基于 WASM 的 PHP 格式化程序
    A WASM based PHP Formatter. Contribute to wasm-fmt/mago_fmt development by creating an account on GitHub.  ( 6 min )
    claude-php/Claude-PHP-SDK: 为 Claude 提供 PHP SDK - 完整支持官方 Python SDK 的一对一功能
    PHP SDK for Claude - Provides complete 1-for-1 functionality of the Official Python SDK - claude-php/Claude-PHP-SDK  ( 35 min )
    franbarbalopez/mirror: Mirror 是一个优雅的用户模拟包,适用于 Laravel。它允许管理员无缝地以其他用户的身份登录,以解决问题、提供支持或测试用户体验。
    Mirror is an elegant user impersonation package for Laravel. It allows administrators to seamlessly log in as other users to troubleshoot issues, provide support, or test user experiences - franbar...  ( 22 min )
    hellodigua/code996: 统计 Git 项目的 commit 时间分布,进而推导出项目的编码工作强度。
    统计 Git 项目的 commit 时间分布,进而推导出项目的编码工作强度。 . Contribute to hellodigua/code996 development by creating an account on GitHub.  ( 16 min )

  • Open

    hasinhayder/tyro: Tyro 是 Laravel 12 的强大身份验证、授权、角色权限管理解决方案。可以将其视为一把瑞士军刀,处理从用户身份验证和基于角色的访问控制到用户挂起工作流的一切事务。
    Tyro is a powerful Authentication, Authorization, Role & Privilege Management solution for Laravel 12. Think of it as a Swiss Army knife that handles everything from user authentication and rol...  ( 56 min )
    pingcap/mysql-tester: 这是一个 MySQL 测试框架的 Golang 实现。
    A Golang implementation of MySQL Test Framework. Contribute to pingcap/mysql-tester development by creating an account on GitHub.  ( 7 min )

  • Open

    legeling/PromptHub: 一款开源、纯本地 AI Prompt 管理工具,帮助你高效管理、版本控制和复用 Prompt
    一款开源、纯本地 AI Prompt 管理工具,帮助你高效管理、版本控制和复用 Prompt | An open-source, local-first AI prompt management tool that helps you efficiently manage, version-control, and reuse your prompts - legeling/PromptHub  ( 20 min )

  • Open

    alipay/alipay-easysdk: 支付宝 Easy SDK 支持多语言 (java、c#、php、ts 等),让您享受简约的编程体验,快速访问支付宝开放平台的各种高频功能。
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    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。

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    久违的暑假|沿海自驾DAY50 - 仁化
    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。
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    10月1日即将实施的K签证对普通人有什么影响
    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。

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    久违的暑假|沿海自驾DAY49 - 丹霞山
    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 )

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    久违的暑假|沿海自驾DAY48 - 韶阳楼
    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。

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    久违的暑假|沿海自驾DAY47 - 韶关
    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。

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    为什么得过新冠后,再次感冒时容易嗅觉“失灵”
    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/
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    久违的暑假|沿海自驾DAY46 - 北江
    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。

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    久违的暑假|沿海自驾DAY45 - 英德
    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。

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    久违的暑假|沿海自驾DAY44 - 佛冈
    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。

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    久违的暑假|沿海自驾DAY43 - 广州
    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。

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    久违的暑假|沿海自驾DAY42 - 东莞
    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。

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    久违的暑假|沿海自驾DAY41 - 情谊
    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。

  • Open

    写微信公众号和写博客的区别
    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!

  • Open

    2025年8月阅读书摘
    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 )

  • Open

    码字百万之际—开通个人微信订阅号
    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 )

  • Open

    为何1000M宽带,有时候测速只有300M(二)
    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 )

  • Open

    当外国人看93阅兵时,他们在看什么
    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…

  • Open

    一次跌宕起伏的BUG修复——PVE节点出现Unknown状态故障
    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 )

  • Open

    8月说说: Folo RSS迁移 医保药价 断机油滤芯 飞牛不显示硬盘温度
    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 )

  • Open

    将博客更名为“老T博客” 顺便更新自己使用过的一些硬件产品
    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 )

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    维修一个松下智能马桶盖
    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…

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    Proxmox Backup Server (PBS) 4.0 Blog Series
    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 )

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    为 NAS 存储来个大瘦身 - 照片视频压缩方案
    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 )

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    How To: Proxmox Backup Server 4 as a Synology VM
    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 )
    How To: Backblaze B2 as a Proxmox Backup Server 4 S3 Datastore
    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 )
    How To: Synology iSCSI LUN for Proxmox Backup Server Datastore
    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 )
    How To: Synology NFS for Proxmox Backup Server Datastore (2025)
    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 )

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    How To: Proxmox Backup Server 4 (VM) Installation
    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 )
2026-03-07T21:41:30.139Z osmosfeed 1.15.1