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News
Strategy Pattern na Prática: Como Desacoplar Regras de Pagamento sem Quebrar seu Sistema
14+ min ago (398+ words) O Strategy é um Design Pattern comportamental, catalogado originalmente pela Gang of Four (GoF). Padrões comportamentais tratam da comunicação e da distribuição de responsabilidades entre objetos — e o Strategy resolve especificamente um problema muito comum: como permitir que um algoritmo…...
Inside a WordPress Bot Detection Engine
23+ min ago (1296+ words) This post walks through how each layer works, how they combine into a single threat score, and why this architecture catches bots that simpler approaches miss. It's a WordPress plugin, but the scoring design applies to any request pipeline. Every…...
Laravel Horizon Queue Balancing: Idle Workers vs. Starved Queues
23+ min ago (800+ words) Every Horizon supervisor makes you choose. Turn balancing on and you pay for a floor of idle workers. Turn it off and a busy queue starves the queues listed after it. The more queues you run, the more each option…...
Deepfake detection is losing. Timestamped proof-of-existence might be the other half of the answer
31+ min ago (527+ words) I've been reading into why deepfake detectors keep losing ground (some benchmarks put failure rates around 45-50% on recent generative models), and it pushed me toward a question that's more about infrastructure than machine learning: instead of trying to prove after…...
Adapter Pattern in Java: How to Integrate Payment Gateways Without Tight Coupling”
15+ min ago (1260+ words) Software systems rarely remain isolated. Even applications that start out simple eventually need to... Tagged with java, designpatterns, architecture, tutorial....
Two required components had no design at all, and the numbering hid it
14+ min ago (516+ words) My requirements document lists ten layers by name. My source tree has directories numbered P0 through P9. Ten and ten. Coverage was being reported as nine of twelve units, which felt like ordinary unfinished work. Two of the ten layers had no…...
A-Z of how the web works: #1 Introduction
9+ min ago (1546+ words) Two simple words. You probably don't think twice before saying them. In fact, there's a good chance you are online right now. But what does "online" actually mean? Being online has become so normal that we've stopped noticing how remarkable…...
Entropyx - Educational Defensive Security Tool
30+ min ago (16+ words) File entropy calculator for defensive file analysis. School Purpose Only. Tagged with cybersecurity, beginners, opensource, cpp....
Domando o Caos das Integrações: como o Facade Pattern simplificou um checkout de e-commerce
39+ min ago (24+ words) O que é o Facade Pattern? O Facade é um padrão de projeto estrutural. Padrões estruturais, de forma... Tagged with architecture, backend, programming, softwareengineering....
Prompts Are Code. Genkit Makes the Runtime Reviewable.
38+ min ago (764+ words) A prompt can look perfect in a model playground and still fail as a product. The production input arrives in a different shape. Authentication data leaks into the prompt. The model returns prose where the UI expects JSON. A three-line…...