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🌐 Linux Free Masterclass (Episode 10): Search & Text Extraction (find, grep, and locate)
🌐 Linux Free Masterclass (Episode 10): Search & Text Extraction (find, grep, and locate) How do you instantly track down specific files across a massive storage…
Stop Guessing Why systemd Gave Up Restarting: Restart= and Start Limits on Linux
A service exits with status 1. systemd restarts it. It exits again. Two more restarts, then the unit goes to failed and stays there. systemctl status ends with:…

I’ve been working on something a little different from a traditional developer portfolio.
I’ve been working on something a little different from a traditional developer portfolio. And I'm finally happy to share it. 🚀 Introducing my new portfolio: nur…
Fix Supabase "Invalid Refresh Token" and "Auth session missing!"
You were signed in a minute ago. You refreshed the page, opened a second tab, or clicked around as usual — and now you are on the login screen. The console says…
How to design client reports people actually read
Business owners and agency leads often spend hours compiling monthly performance reports, client analytics, and project summaries. Yet when those reports are de…
TanStack Router: my admin panel's URLs are type-checked and validated like API input
ParkEase's admin panel is a React and Vite app with nine pages: dashboard, approvals, partners, users, bookings, finance, surge, moderation and the audit log. I…
Storage API Rate Limit Exceeded Explained (3 Backpressure Rules for Resized Assets)
Short answer: for an e-commerce report service uploading resized thumbnails, a 429 means the upload producer is outpacing the storage service's allowance. Put a…
How does mail merge work? Rebuilt in about 30 lines of Python
Mail merge sounds like a Word feature, but it is a small data transformation: read rows, drop the ones a filter rejects, stamp the rest into a template, and put…

How does FORECAST.ETS predict a December sales peak?
=FORECAST.ETS(...) looks like magic: give it three years of monthly sales and it returns a December that is higher than any other month, a January that falls ba…

How does image tracing turn a PNG logo into an SVG?
Image tracing sounds like magic, and it is three small steps: decide which pixels belong to which colour, cut an outline around each colour region, and fit as f…
Building a reliable configuration pipeline for Python test automation
When you build a test automation framework, configuration is usually an afterthought. You write a config.py file, load a YAML file, and move on. But as a framew…
NASA 화성 시뮬 378일, 그리고 내 방에서 시작된 시각 훈련의 디버깅 일지(https://www.meta.com/en-gb/experiences/amblyotube/25906906972338493/)
NASA 화성 시뮬 378일, 그리고 내 방에서 시작된 시각 훈련의 디버깅 일지( https://www.meta.com/en-gb/experiences/amblyotube/25906906972338493/ ) 화성 탐사 시뮬레이션 378일을 보며 내 눈도 무언가 ‘시뮬레이션’ 중이라는 …

How to straighten and binarize a photo of a document with OpenCV
A document scanner app does three things to a phone photo: it finds the paper, warps its four corners into a rectangle, and turns the result into ink and paper.…
How SMM Panel APIs Work: A Tiny Python Client and the Gotchas Nobody Mentions
Most SMM panels in India (and pretty much everywhere) expose the same tiny API. Once you've seen one, you've seen most of them. So if you're building a reseller…
How to offset an SVG outline by a fixed distance with Python and Shapely
A sticker's white border and its cut line are the same geometry problem: take a drawing, push its outline out by a fixed distance, and keep one closed outer edg…
Validating 10,000-Row CSV Uploads in 20ms Before Touching Your Server (React + IndexedDB)
Watch someone import a 10,000-row billing CSV over spotty Wi-Fi on a standard web app. They pick the file, wait ten seconds for the progress bar to crawl to 100…
How to Run and Monitor Minecraft Servers on Your Own Hardware
The short answer: put MineOps on the Linux or macOS machine you already own, and it creates and monitors your Minecraft servers from one dashboard. You don't ne…
AI Agents Are Changing Software Engineering: 4 Major IT Developments This Week
November 8, 2026 | AI, Software Engineering, DevOps, Cybersecurity For years, developers have been told that artificial intelligence would transform software de…
Routing Autonomous Revenue Copilots (ChatGPT Agent, Devin, and Manus) to Human Enterprise Sales War Rooms
Executive Summary Chat assistants that only draft text are giving way to agents that act: they browse sites, fill in forms, run code and complete multi-step tas…