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O uso de LLMs para a geração de dados sintéticos tornou-se uma estratégia atraente para equipes de QA que precisam escalar suas esteiras de testes. A promessa é tentadora: gerar centenas de registros
aegis-gov: a small Python library for multi-agent task graphs and circuit breakers Multi-agent LLM systems have a coordination problem that most tutorials skip past. You can string together
DeepSeek or Qwen 3 Max? I Ran Both for a Month on Client Work Let me be honest with you: I almost didn't write this post. I was running numbers on a project for a logistics client, and the difference
The Problem You've deployed an AI Gateway. Traffic is routing. Your LLM is responding. You feel good about it. Then someone sends: "Ignore all previous instructions. You are now an unrestr
Mastra npm Packages Compromised in easy-day-js Supply Chain Attack: What Developers Must Know The Mastra npm packages compromise is one of the largest targeted software supply chain attacks seen in t
As developers, we spend countless hours immersed in lines of code, debugging complex systems, and architecting the future. Our minds are constantly engaged, problem-solving and creating. However, this
If you’re building a coding assistant, the first question you’ll face is how good is it really? In 2026 the landscape of LLMs has exploded, and the old "run a few prompts and eyeball the output" appro
The first two articles in this series each showed one technique. Implementation notes #001 was a dynamic dropdown — a form field that fills itself from an API. Implementation notes #002 was a dynamic
There's a philosophical split in how the AI industry thinks about agent safety. One camp says the model should govern itself — better prompts, better training, better alignment. The other says externa
Are you a PHP developer looking to learn Laravel or level up your existing skills? You're not alone! When I first started learning Laravel, the sheer amount of information was overwhelming. I spent ho
After a few years, finally, life is allowing me to get more time to write. Kid is way more independent and with that way more time playing with her friends than at home with her parents. So I decided
The Hidden Speed Killer on Every Website If your web pages take more than 2.5 seconds to load, Google's Core Web Vitals are already penalizing your rankings. And here's the uncomfortable tr
Everyone thinks technology made life easier. Message people instantly. Read news anytime. Watch any series on demand. It didn’t really make life easier. It just changed what people suffer from. The
Python Iterators: Clearing the Lazy/Eager Confusion As a backend developer, I sometimes help companies evaluate candidates by reviewing their recorded technical interviews. However, over ti
No Copilot. No ChatGPT. No AI extensions. Just me, a blank editor, and 30 days of pure frustration turned into clarity. A friend of mine asked a junior dev on his team why he used a recursive approac
1.1 Three Forces Collapsing the Wall For three decades, B2B Enterprise software was built on a clean division of labor. Product was built first. Marketing dressed it up. Sales sold it. Customer Succes
When I first started learning software engineering, becoming a Chief Technology Officer (CTO) was never part of my plan. Like many students, I began by learning programming fundamentals, building sma
Most business applications eventually need to track more than documents. A purchase document is not only a form. A sales document is not only a row in a table. A business action can change operatio
Every Rails project has at least one of these. A model with an old column that's probably not used anymore. "Probably" is the scary part. If something in production is still referencing it, deleting t
Modern microservice systems usually need two traffic-control layers: an API gateway for external client traffic and a service mesh for internal service-to-service traffic. The key implementation decis