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DEV Community • 2026-04-24 11:38

How DevOps Helped Us Cut Costs Without Cutting Corners

Every engineering team reaches a point where the cost of moving slowly becomes more expensive than the cost of changing how they work. For our team, that moment came when we sat down and calculated what deployment failures were actually costing us — not just in engineering hours spent on fixes, but in delayed features, lost customer confidence, and the invisible tax of technical debt accumulating...

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4m read
DEV Community • 2026-04-24 11:37

I Built a Pneumonia Detection AI on My MacBook — Here's Exactly How It Works

I just finished building a deep learning system that identifies pneumonia from chest X-rays with 96% accuracy and an AUC-ROC of 0.99. I ran the entire training process on my MacBook Pro M5 using the GPU acceleration provided by Apple's Metal Performance Shaders (MPS). This project wasn't about complex math; it was about using transfer learning to turn a consumer laptop into a medical diagnostic to...

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6m read
Mastering Template Literals in JavaScript: Say Goodbye to String Concatenation Nightmares
DEV Community • 2026-04-24 11:28

Mastering Template Literals in JavaScript: Say Goodbye to String Concatenation Nightmares

Introduction Imagine you're building a dynamic dashboard for your full-stack app. You need to greet users like "Welcome back, Ritam! Your last login was on April 24, 2026, at 4:28 PM IST." In the old days, you'd glue strings together with plus signs, escaping quotes, managing calculated spaces and praying for no typos. It quickly turns into a headache—unreadable for devs also, error-pro...

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3m read
Hacker News: Front Page • 2026-04-24 11:27

8087 Emulation on 8086 Systems

Article URL: https://www.os2museum.com/wp/learn-something-old-every-day-part-xx-8087-emulation-on-8086-systems/ Comments URL: https://news.ycombinator.com/item?id=47888694 Points: 5 # Comments: 0

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1m read
I Built a Private, Local-First AI Assistant with Flask
DEV Community • 2026-04-24 11:23

I Built a Private, Local-First AI Assistant with Flask

The Goal: I wanted an AI assistant that doesn't save my logs to the cloud and utilize my hardware. Though it's quite slow as of now, I believe with further optimization and advancement in local silicon, edge AI would inevitably become the next big thing in the very near future. The Tech: I used Flask, TinyLlama, and Python-dotenv for security. I also took the help of Claude and Copilot wherever ...

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1m read
DEV Community • 2026-04-24 11:20

Designing Go APIs That Don’t Age Badly

When building APIs in Go, it’s easy to get caught up in the rush to ship. You create an elegant endpoint, document it, and call it a day. But as your service evolves and your user base grows, what once seemed like a simple, clean API can quickly turn into a maintenance nightmare. If you don’t consider the long-term design of your Go APIs, you may find yourself with an API that becomes difficult to...

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6m read
DEV Community • 2026-04-24 11:20

Mở rộng Khả năng Nhập liệu trên macOS với PinDrop

Enhancing macOS Text Input: An Open-Source Approach with PinDrop For many of us who spend significant time interacting with our Macs, the desire for more efficient text input methods is a constant. Whether it's drafting quick notes, documenting intricate code, or filling out repetitive forms, the act of typing can sometimes feel like a bottleneck. While macOS provides a built-in dictati...

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1m read
React Email 6.0, Vercel got hacked, Prevent flash before hydration, Logging in Next.js, shader-lab, TypeScript 7.0, nextmap
DEV Community • 2026-04-24 11:20

React Email 6.0, Vercel got hacked, Prevent flash before hydration, Logging in Next.js, shader-lab, TypeScript 7.0, nextmap

React Email 6.0 The highlight of this release is an open-source email editor that outputs inbox-ready HTML. It has a composable API for building custom blocks like image uploaders or social embeds. Also new: a unified single package for all components and a fresh set of templates for auth and e-commerce flows Vercel April 2026 security incident Vercel disclosed a security ...

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4m read
DEV Community • 2026-04-24 11:19

AI Portfolio Generator for Developers: Stop Overthinking It and Ship the Thing in 2026

You have built production apps. You have debugged systems at 2am. You have shipped features that thousands of people use. And yet your portfolio is either a half-finished Next.js site you started six months ago, a GitHub profile with a decent README, or something you keep meaning to update when you have more time. You are not alone. Developer portfolios are one of the most consistently delayed p...

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8m read
How SNF Detects C2 Beacons on Air-Gapped Networks Without Ever Touching the Internet
DEV Community • 2026-04-24 11:18

How SNF Detects C2 Beacons on Air-Gapped Networks Without Ever Touching the Internet

How SNF Detects C2 Beacons on Air-Gapped Networks Without Ever Touching the Internet Most threat detection tools phone home. They pull threat feeds, push telemetry, verify licenses, or at minimum require a DNS resolver to function. That assumption is baked so deep into modern NDR that nobody questions it anymore. SNF questions it. SNF (Shadow Network Fingerprinting) is a passive netwo...

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3m read
DEV Community • 2026-04-24 11:17

How to Encode Base64 in JavaScript Without Breaking Unicode

Base64 encoding is one of those small developer tasks that looks simple until you hit Unicode characters, files, APIs, or URL-safe formats. In JavaScript, many tutorials show this: btoa("Hello World"); And yes, it works. But only for simple ASCII text. Once you try to encode something like: "Café 🚀" you may run into errors or broken output. In this guide, we’ll cover how Base...

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5m read
DEV Community • 2026-04-24 11:17

How to Decode Base64 Safely: Text, Images, Files, and Common Errors

Base64 decoding looks simple. You take a string like this: SGVsbG8gV29ybGQ= Decode it, and get: Hello World But in real projects, Base64 decoding can fail for many reasons: missing padding invalid characters Unicode problems Base64URL format binary data being treated as text image data missing a MIME type whitespace copied into the string This guide explains how to decode Ba...

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4m read
DEV Community • 2026-04-24 11:17

Base64 vs Base64URL vs URL Encoding: When Should You Use Each?

Base64, Base64URL, and URL encoding are often confused because they all seem to “encode” data. But they solve different problems. Using the wrong one can break URLs, APIs, JWTs, image data, or browser behavior. In this guide, we’ll compare: Base64 Base64URL URL encoding / percent encoding You’ll learn what each one does, where each one is useful, and how to choose the right format. For qui...

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6m read
A Practical Guide to Flutter Accessibility Part 2: Hiding Noise, Exposing Actions
DEV Community • 2026-04-24 11:14

A Practical Guide to Flutter Accessibility Part 2: Hiding Noise, Exposing Actions

In Part 1 you learned the basics. Semantics for labels and hints. MergeSemantics to remove double announcements. TalkBack and the Android Ally plugin to check the results. That covers most of a typical Flutter app. But not all of it. Some widgets are invisible to screen readers for a different reason. It's not a missing label. It's that assistive technology has no idea how to interact with them....

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7m read
DEV Community • 2026-04-24 11:13

How to Build a Remote Job Alert System (No API Key Required)

Have you ever missed out on a perfect remote job just because you didn't check the board at the exact right time? It is honestly so annoying refreshing pages all day hoping something new pops up while you are trying to focus on work. Why waste your energy doing manual checks when you can automate the whole process and get the opportunities delivered straight to your inbox? In this blog, we will e...

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4m read
DEV Community • 2026-04-24 11:12

I shipped PhotoSharpener to Show HN and Product Hunt (AI sharpen & upscale in the browser)

PhotoSharpener is a web app that sharpens and upscales photos in the browser with AI: face-aware detail, texture recovery, and up to 4× upscaling, with free credits and pay-as-you-go packs instead of a forced subscription. I recently launched it in two different places: Show HN: Hacker News thread Product Hunt: PhotoSharpener on Product Hunt Why I'm writing on DEV I wanted a de...

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1m read
Hacker News: Front Page • 2026-04-24 11:09

UK Biobank leak: Health details of 500 000 people are offered for sale

Article URL: https://www.bmj.com/content/393/bmj.s781 Comments URL: https://news.ycombinator.com/item?id=47888557 Points: 12 # Comments: 1

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1m read
DEV Community • 2026-04-24 11:06

Why Debugging Docker Containers Still Sucks (and How I Fixed It)

If you’ve worked with Docker in production, you’ve probably faced this: A container crashes in the middle of the night. By morning, logs are gone. You’re left guessing what happened. I ran into this problem repeatedly. Existing tools felt like overkill for small setups, and simple logging wasn’t enough. So I built DockPulse — a lightweight Docker monitoring and debugging tool. Instead of just...

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1m read
DEV Community • 2026-04-24 11:06

Why Your Go Service Has Latency Spikes (Even If It’s “Fast”)

You shipped a Go service. Benchmarks look great. CPU usage is low. Average latency is comfortably within targets. And yet every now and then your p99 explodes. This is the part many engineers underestimate: fast systems can still be unpredictable systems. In Go, latency spikes are rarely caused by a single obvious bottleneck. They emerge from the interaction between the runtime, the OS, and your...

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4m read
DEV Community • 2026-04-24 11:00

Top Tools and Resources for AI Chatbot Automation

Introduction to AI Chatbot AutomationAI automation has revolutionized the way businesses interact with customers, and chatbots play a crucial role in this transformation. These intelligent tools help streamline communication, enhance customer service, and improve operational efficiency. In this blog post, we’ll explore some of the best tools and resources you can leverage for effective AI...

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2m read
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