Microsoft to force updates to Windows 11 25H2 for PCs with older OS versions — 'intelligent' update system uses machine learning to determine when a device is ready - Tom's Hardware
Microsoft to force updates to Windows 11 25H2 for PCs with older OS versions — 'intelligent' update system uses machine learning to determine when a device is ready Tom's Hardware
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Why I Run 22 Docker Services at Home
Somewhere in my living room, a 2018 gaming PC is running 22 Docker containers, processing 15,000 emails through a local LLM, and managing the finances of a real business. It was never supposed to do any of this. I run a one-person software consultancy in the Netherlands; web development, 3D printing, and consulting. Last year, I started building an AI system to help me manage it all. Eight specialized agents handling email triage, financial tracking, infrastructure monitoring, and scheduling. Every piece of inference runs locally. No cloud APIs touching my private data. This post covers the hardware, what it actually costs, and what I'd do differently if I started over. The Setup: Three Machines, One Mesh Network The entire system runs on three machines connected via Tailscale mesh VPN: do
Best Resume Builders in 2026: I Applied to 50 Jobs to Test These
I was between roles earlier this year and decided to turn the experience into something useful. I built resumes on five different platforms and submitted real applications to see which ones got callbacks. The results surprised me — the prettiest resumes weren't always the most effective. Quick Comparison Builder Best For Starting Price Free Version ATS-Friendly Templates My Rating Resume.io Overall Best $2.95/7-day trial Limited Yes 30+ 9/10 Zety Guided Experience $2.99/week Build only (no download) Yes 20+ 8.5/10 Novoresume Creative Fields Free (basic) Yes Mostly 15+ 8/10 Kickresume AI-Powered Writing $19/mo Yes (1 resume) Yes 40+ 8.5/10 Enhancv Career Changers $19.99/mo Yes (limited) Yes 15+ 8/10 Resume.io Resume.io is the one I kept coming back to. The editor is fast, the templates are
I scored 14 popular AI frameworks on behavioral commitment — here's the data
When you're choosing an AI framework, what do you actually look at? Usually: stars, documentation quality, whether the README looks maintained. All of that is stated signal. Easy to manufacture, doesn't tell you if the project will exist in 18 months. I built a tool that scores repos on behavioral commitment — signals that cost real time and money to fake. Here's what I found when I ran 14 of the most popular AI frameworks through it. The methodology Five behavioral signals, weighted by how hard they are to fake: Signal Weight Logic Longevity 30% Years of consistent operation Recent activity 25% Commits in the last 30 days Community 20% Number of contributors Release cadence 15% Stable versioned releases Social proof 10% Stars (real people starring costs attention) Archived repos or projec
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Template Literals in JavaScript
when you first start javascript building string often involves using the + operator.While this works quickly but it become messy and hard to read as code grows. Before ES6, developers created strings like this: let name = " Alice " ; let age = 25 ; let message = " Hello, my name is " + name + " and I am " + age + " years old. " This approach has several drawbacks: Hard to read: The sentence is broken into multiple parts. Error-prone: Easy to forget spaces or quotes. Messy with complex strings: Adding more variables makes it worse. Difficult for multi-line strings: Requires \n or awkward formatting. Template Literal Syntax Template literals were introduced in ES6 and use backticks (`) instead of quotes. javascript let message = Hello, my name is Alice. ; Embedding Variables in Strings Inste
The Documentation Attack Surface: How npm Libraries Teach Insecure Patterns
Most security audits focus on code. But across five reviews of high-profile npm libraries — totaling 195 million weekly downloads — I found the same pattern: the code is secure, but the README teaches developers to be insecure. One finding resulted in a GitHub Security Advisory (GHSA-8wrj-g34g-4865) filed at the axios maintainer's request. This isn't a bug in any single library. It's a systemic issue in how the npm ecosystem documents security-sensitive operations. The Pattern A library implements a secure default. Then its README shows a simplified example that strips away the security. Developers copy the example. The library's download count becomes a multiplier for the insecure pattern. Case 1: axios — Credential Re-injection After Security Stripping (65M weekly downloads) The code: fo
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