News
Workshop: Auditing Your Kubernetes Costs in 30 Minutes
16+ hour, 12+ min ago (405+ words) By the end of this workshop, you'll have a concrete cost audit of your Kubernetes cluster " actual utilization numbers, a cost-per-value ratio, and a clear action plan. You'll either right-size what you have or know it's time to migrate to…...
How to Test AI Agents for Failure (Not Just Success)
11+ hour, 55+ min ago (300+ words) Most developers test if their AI agent works. Fewer test if it fails gracefully. The second test is more important. Here is why: a working agent in perfect conditions is easy to build. An agent that degrades predictably under bad…...
What 3 Years of Stack Overflow Data Tells Us About AI and Machine Learning in Development
11+ hour, 55+ min ago (602+ words) Every year Stack Overflow surveys tens of thousands of developers worldwide. Three years of that data now tells a surprisingly nuanced story about AI and machine learning " one that's very different from the headlines. Here's what the numbers actually say....
The Circuit Breaker Pattern: Stop Your AI Agent From Amplifying Failures
16+ hour, 7+ min ago (195+ words) Every experienced engineer knows the circuit breaker pattern for microservices. But most AI agent builders ignore it entirely. A typical agent loop: fetch data, process, write output, sleep 60s, repeat. When step 1 starts returning errors, most agents just keep trying. Every…...
Stop Searching for Documentation: Why We Stripped the Settings Screens from Rizm
11+ hour, 56+ min ago (328+ words) Whenever a team adopts a new tool, an invisible burden is created: the dependency on a "tool specialist." We've all seen it'people spending hours learning proprietary specs or even getting "admin certifications" just to manage a workspace. We want to…...
Infinite Scrolling in React Native or Expo with Zustic Query
16+ hour, 11+ min ago (200+ words) Infinite scrolling is one of the most common UX patterns in mobile apps. Instead of loading hundreds of records at once, we load data page by page as the user scrolls. In this article, we'll build a reusable infinite scroll…...
A Weekend Exploring the World of Hackers, Scammers, and Online Deception
16+ hour, 2+ min ago (1062+ words) This past weekend I decided to explore something many of us hear about but rarely understand deeply " how hackers and online scammers actually gain access to people's devices, accounts, and personal information. Out of curiosity, I started watching investigations and…...
Pattern Matching vs Manual Casting in C#
16+ hour, 6+ min ago (382+ words) When working with polymorphism in C#, you often deal with a base type that can represent many different derived types. For example, in a payment system you might have a base class Payment, and several derived classes like CreditCardPayment, BankTransferPayment,…...
I'm Not a Developer — So I Built a Movie App in 2 Months with AI
16+ hour, 9+ min ago (181+ words) I'll be honest with you: I don't know how to code. No JavaScript, no Python, no SQL. I can't read a stack trace and I wouldn't know what a pull request looks like. And yet, two months ago I decided…...
How does a linter know your column doesn't exist
16+ hour, 19+ min ago (958+ words) You write a query that SELECTs ghost_status from the orders table. Your code compiles. Your tests pass. But ghost_status was never created in any migration. In production, that query crashes. Valk Guard catches this at PR time-with no database connection. This post…...