just now (249+ words) In a significant shift for the Kubernetes ecosystem, the NGINX Ingress Controller is officially retiring. As announced by Kubernetes SIG Network in November 2025, best-effort maintenance continues only until March 2026. After that deadline, there will be no further releases, bug fixes, or security patches. This is a critical migration window for organizations running NGINX Ingress in production. The deprecation stems from several critical concerns: Gateway API is the modern replacement for Ingress, offering a robust, extensible, and standardized approach to managing ingress traffic. Document all custom annotations, TLS configurations, and routing rules: Run both configurations concurrently to validate behavior before cutover. Monitor traffic patterns, latency, and error rates. " Start Small - Begin with non-production environments " Document Everything - Maintain detailed migration mappings " Leverage Automation - Use tools like ingress2gateway " Gradual Rollout - Use traffic splitting to shift gradually " Monitor Comprehensively - Set up detailed alerts " Plan for…...

19+ min ago (478+ words) For a lot of victims, the story starts like this: Result is always the same: This post is a patch for that mindset. We're not law enforcement. We don't have badges or warrants. What we do have is: And surprise: a lot of the time, identifying the "mouse" behind the screen is easier than getting a special agent to pick up your ticket. Reality for a big chunk of crypto scam operations: When you start collecting and structuring evidence, they stop looking like hackers and start looking like what they are: People running stolen code on discount infrastructure, assuming nobody will ever audit them. The DestroyScammers ecosystem is boring by design. No magic, no "zero-days", no access to internal systems. Just systematic use of data that is already public. Scammers are lazy. Common patterns: Passive DNS + WHOIS history lets us:…...

20+ min ago (497+ words) As developers, we all know how much time goes into repetitive checks: These tasks are important" but doing them manually for every commit or PR is exhausting and eats up time we would rather spend actually building features. So I asked myself: " What if I could create an AI agent that does all of this automatically? And that's how the Reliability Guardian Agent was born. In this article, I'll walk you through building this AI agent step-by-step using Qodo Command, in the simplest way possible. By the end, you'll have a powerful reliability reviewer that works locally and inside GitHub Actions. The Reliability Guardian Agent automatically analyzes your codebase to evaluate and improve: It uses both static analysis and behavior-style testing (like simulated mutation or fuzz testing) to find: This agent can be used both locally and in automated CI…...

29+ min ago (163+ words) Hello everyone! I want to show you how to run Cypress autotests in parallel if you use Allure reports for your project. You should have allure before running allure generate command. When we run all Cypress autotests in 1 thread, it spends ~1 minute 46 seconds and creates allure results. For creating allure report you can use allure generate allure-results-1 command. Result: allure-report: When we run all Cypress autotests in multiple threads, it spends ~39 seconds and creates allure results. For creating allure report you can use allure generate allure-results command. Result: allure-report You spend approximately 2 times less time, but get the same report. Full code you can find in this github repo. Thanks for reading this article! I hope it helps you to run your Cypress autotests in parallel with Allure reports. If something went wrong, let me know here, or you can…...

30+ min ago (77+ words) Last week I needed to find a conversation where I'd solved an auth bug. I knew it existed somewhere in my 2500 Claude Code sessions. claude --resume searches titles. The title was "Help Debugging". Helpful. 5 minutes of scrolling later, I gave up and rewrote the fix from scratch. So I built recall: Full-text search. Preview pane. Press Enter to resume. Windows Download from releases That's it. Start typing to search. Enter to jump back in....

38+ min ago (617+ words) Originally published on Entropic Drift Over the past few weeks, I've been migrating Prodigy'my Rust-based AI workflow orchestration tool'to use functional programming patterns from Stillwater, a library I built for applicative validation and effect handling in Rust. The migration touched variable aggregation, environment access, and workflow execution. Not every change was revolutionary, but three patterns produced outsized benefits in testability, safety, and code clarity. This post breaks down each one with concrete before/after comparisons. The Problem: Prodigy's MapReduce workflows aggregate results from parallel AI agents. Before the migration, aggregation logic was scattered across custom merge implementations'each aggregate type (count, sum, average, etc.) had its own ad-hoc combination logic with no consistency guarantees. The Solution: Implement the Semigroup trait from Stillwater, which provides a single combine operation with a mathematical guarantee: associativity. This property means results can be combined in…...

41+ min ago (143+ words) As software development continues to evolve, the need for collaboration between development teams (dev) and operations teams (ops) has become increasingly important. This is where DevOps comes in " a set of practices that aims to bridge the gap between these two traditionally separate groups. Before we dive into what DevOps is, let's take a look at some of the problems that exist in traditional dev and ops environments: DevOps is a cultural shift in the way software development and operations teams work together. Its primary goal is to ensure that these two teams are aligned and working towards the same objectives: Here are some key principles that underpin the DevOps philosophy: So what are the benefits of adopting a DevOps approach? Here are just a few: Implementing a DevOps approach requires careful planning and execution. Here are some strategies to…...

42+ min ago (770+ words) Audio's Invisible Battleground: Decoding Watermark Removal Imagine AI composing the perfect soundtrack, only to have it stolen and reused without credit. Watermarks, the digital equivalent of a signature, are supposed to prevent this. But what if those signatures can be erased? Welcome to the complex world of audio watermark removal. The core concept revolves around using AI to intelligently separate a watermark signal from its host audio. This isn't simply about noise reduction. It involves a carefully trained model learning the characteristics of the specific watermarking technique being used, and then surgically extracting it, leaving the original audio relatively untouched. Think of it like removing graffiti from a delicate painting " requiring precision and understanding of both the paint and the surface beneath. This isn't just about piracy; understanding watermark removal is crucial for evaluating watermark robustness and developing better defensive…...

42+ min ago (220+ words) JavaScript lets us freely mutate objects: But this doesn't trigger any change detection " unless we use a large framework like React, Vue, MobX, or Immer. Most existing solutions rely on: " Immutable updates (React setState) " Deep cloning (performance cost) " Heavy reactivity systems (Vue, MobX) " Framework-specific abstractions " Large bundles just to track simple changes Sometimes, we just want something: " Tiny " Framework-agnostic " Native mutation " Safe and reactive That's why I built VRef. VRef is a tiny JavaScript utility that lets you: " Mutate values directly (no immutability, no cloning) " Get notified when changes happen " Works with objects, arrays, Maps, Sets " Safe with Garbage Collection " Works in both browser & Node.js " Key point: You mutate normally, but VRef detects and reports changes. Most libraries force you to use: But sometimes, you just want to write this: And still know when and what changed " without deep…...

44+ min ago (249+ words) CinemaSins just dropped "Everything Wrong With KPop Demon Hunters In 16 Minutes Or Less," a rapid-fire roast that hilariously points out every plot hole and trope in the film. If you've ever wondered what sinning demon-slaying K-pop idols sound like, this video's your jam. They've also sprinkled in links to their website, YouTube channels (@TVSins, @commercialsins), socials (Discord, Reddit, TikTok, Instagram), a quick poll for fans, and a Patreon pitch to keep the sin machine running. Big shout-out to writers Jeremy, Chris, Aaron, Jonathan, Dene, Ian, and Daniel for packing this roast with punchy commentary. Watch on YouTube CinemaSins just dropped "Everything Wrong With KPop Demon Hunters In 16 Minutes Or Less," a rapid-fire roast that hilariously points out every plot hole and trope in the film. If you've ever wondered what sinning demon-slaying K-pop idols sound like, this video's your jam....