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DEV Community • 2026-04-20 15:24

Week 4,5,6 - Learning K8s

Weekly Recap Unfortunately I have ran into some problems with my primary hosts. Since this is all in my homelab environment I am using some minipcs that have the same specs. Recently I have been having a power issue. The hosts would just lockup or shut themselves off randomly. Looking at the Proxmox logs and using some AI helpers I was able to figure out/guess that it was a power issue...

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1m read
DEV Community • 2026-04-20 15:23

A Stranger Audited My AI Product for Free. Here's What They Found.

Three weeks ago I left a comment on a Dev.to article. Today, that comment turned into a full accessibility audit of my product — published publicly, with my real name, my real store URL, and every violation listed in detail. I asked for it. And I'd do it again. How It Started @AgentKit published a piece called "We Scanned 30 SaaS Pricing Pages for Accessibility. 70% Failed." I was ...

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6m read
DEV Community • 2026-04-20 15:22

How I Built a Delay Risk Score for 628,000 Flights

Every flight in the MyAirports API includes a delayRisk object. It looks like this: { "flightNumber": "VY1234", "scheduledTime": "2026-04-21T07:15:00Z", "status": "scheduled", "insights": { "delayRisk": { "onTimePct": 61, "avgDelayMinutes": 28, "cancelledPct": 3.2, "sample": 89, "context": "VY MAD→BCN, Mon morning" } } } Three numbers. Looks...

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10m read
Hacker News: Front Page • 2026-04-20 15:22

I prompted ChatGPT, Claude, Perplexity, and Gemini and watched my Nginx logs

Article URL: https://surfacedby.com/blog/nginx-logs-ai-traffic-vs-referral-traffic Comments URL: https://news.ycombinator.com/item?id=47835646 Points: 4 # Comments: 0

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1m read
DEV Community • 2026-04-20 15:21

Wisp CMS and Next.js Blog Template Integration for Independent Developer Portfolios

Building Portfolio Blogs with Wisp CMS and Next.js Independent developers need to demonstrate their technical knowledge and project experience. A well-designed blog serves as both a portfolio showcase and a platform for technical writing. Wisp CMS, paired with Next.js, provides a lightweight, performant approach to building content-driven developer blogs without the overhead of traditio...

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13m read
DEV Community • 2026-04-20 15:21

I got tired of downloading fake transparent PNGs, so I built a free tool to fix it.

Over my 5+ years in the software industry building fullstack apps, I've noticed one tiny task that always ruins my development flow: hunting for company logos. Whenever I need to build out a "Tech Stack" section, a partner showcase, or a simple integrations page, I inevitably end up wasting 15 minutes digging through Google Images. You know exactly how it goes: You find the perfect logo, but it'...

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1m read
DEV Community • 2026-04-20 15:20

Random Scrambles

Week 370 My Solutions Task 1 : Popular Word (By M. Anwar) You are given a string paragraph and an array of the banned words. Write a script to return the most popular word that is not banned. It is guaranteed there is at least one word that is not banned and the answer is unique. The words in paragraph are case-insensitive and the answer should be in lowercase. The words can not conta...

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3m read
DEV Community • 2026-04-20 15:20

Harnessing Big Data Analytics on OpenStack: A Practical Guide

Introduction Big data workloads demand massive compute, fast storage, and predictable networking. While public clouds offer convenience, they often struggle with unpredictable egress costs, compliance constraints, and vendor lock-in. OpenStack—the open-source cloud platform—has matured into a robust foundation for enterprise-grade big data analytics. This guide cuts through the noise an...

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3m read
Hacker News • 2026-04-20 15:18

Show HN: Alien – Self-hosting with remote management (written in Rust)

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DEV Community • 2026-04-20 15:18

Human-First Engineering

There is a question that keeps coming up in conversation at the moment, but one that doesn't seem to have a good clear answer anywhere: How, as engineers, do we use AI tooling productively and not deskill ourselves in the process — and how do we keep supporting those earlier in their careers? My answer has always been that it is more important than ever to understand what good looks like. Which i...

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6m read
DEV Community • 2026-04-20 15:16

I Built a Chrome Extension That Maps and Transfers Data Between Web Pages Visually

The most common complaint I hear from office workers who do data entry: "I have to copy from System A and paste into System B, field by field, a hundred times a day." Clipboard managers help a little. Spreadsheet macros help for some cases. But the fundamental problem — transferring structured data between two web UIs — has no good solution that doesn't involve custom automation or browser develo...

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4m read
Hacker News: Front Page • 2026-04-20 15:14

Offshore tax tricks likely saved Tesla hundreds of millions

Article URL: https://www.reuters.com/legal/transactional/musk-scorned-shady-loopholes-yet-offshore-tax-tricks-likely-saved-tesla-hundreds-2026-04-20/ Comments URL: https://news.ycombinator.com/item?id=47835540 Points: 13 # Comments: 0

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Sysmon Logs Deep-Dive - From Raw Data to Threat Evidence
DEV Community • 2026-04-20 15:14

Sysmon Logs Deep-Dive - From Raw Data to Threat Evidence

Introduction Imagine getting an alert that your systems have been compromised, and yet you've gotten zero alerts from your EDR. None! As much as we trust our automated software tools, it's not enough to sit tight and comfy until you get an alert. You should know that hackers expect you to sit back and wait for them, and they use that to their advantage. You don't believe me? Look at this tool rig...

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7m read
Hacker News • 2026-04-20 15:14

Show HN: Open load forecasts that beat US grid operators on 6 of 7 RTOs

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1m read
DEV Community • 2026-04-20 15:10

Deployment strategies every engineer should understand...

1.Big Bang Deployment Here's how it works: You build a feature for two weeks. You test it on your machine. Everything is beautiful. Then you push it straight to prod. (it sounds bad already) Sure this is the easiest way out but if and when something breaks so help you God. This one is no bueno. 2.Blue-Green Deployment Better. You run two identical environments. So basically in parallel and ...

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1m read
Microsoft Agent Framework: Introduction
DEV Community • 2026-04-20 15:10

Microsoft Agent Framework: Introduction

This is Part 1 of my series on the Microsoft Agent Framework. You can read the original, fully-formatted post over on lukaswalter.dev. It is the part of Microsoft’s current .NET AI stack that is important when you move beyond raw model calls and start dealing with agents, sessions, tools, MCP integration, and workflows. To understand where it fits, we also need to look at the layers beneath it. ...

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6m read
DEV Community • 2026-04-20 15:08

Every CLI Command in Our Own Blog Post Was Fabricated. Here's How We Caught Them.

Last week I ran every shell command from one of our own blog posts against our CLI. Three of them didn't exist. One referenced an npm package that had never been published. The JSON-LD FAQ schema on the page confidently told AI search engines how to install and authenticate with a subsystem that wasn't real. The post had been live for weeks. Nobody had noticed, because nobody had actually tried t...

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7m read
DEV Community • 2026-04-20 15:08

How I Structure Large Laravel Projects (My Personal Architecture Blueprint)

Every Laravel tutorial starts the same way: create a controller, write some Eloquent in it, return a view. It works for a demo. It collapses under the weight of a real application. After 16+ years of shipping production systems — from SMS platforms processing hundreds of thousands of messages to enterprise business management systems — I've converged on a specific architectural blueprint that I a...

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7m read
Hacker News: Front Page • 2026-04-20 15:07

Data Center Is Getting a $77M Tax Break to Create One Job

Article URL: https://nysfocus.com/2026/04/20/data-center-tax-break-jpmorgan-chase Comments URL: https://news.ycombinator.com/item?id=47835423 Points: 13 # Comments: 0

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Hacker News • 2026-04-20 15:07

Show HN: Mediator.ai – Using Nash bargaining and LLMs to systematize fairness

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1m read
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