From Mixtral to Kimi K3: How Mixture-of-Experts Models Evolved
In this article, we’ll discuss how Mixture-of-Experts models grew from a handful of experts to nearly 900 per layer, and the compression and stability mechanisms that keep such a sparse design trainab Fuente: Artículo original
What Happens to a Medical Image Before and After a Model Sees It
Medical imaging papers are full of familiar-looking terms: normalization, labels, validation, annotation, and preprocessing. If you come from general machine learning, you may think you already know w Fuente: Artículo original
From Data to Value: Understanding Data Management Through a Real World Use Case [Full Book]
Today, data has become a particularly valuable resource. It allows companies to compete in the market and drive innovation, improving the quality of products and services offered. Data processing lets Fuente: Artículo original
How to Fix a Leaked API Key: A Developer’s Guide to Git Security
Imagine this: you’re working late, your code finally works, and you’re ready to push it to GitHub. You run: git add . git commit -m “Fix API integration” git push A few minutes later, you notice some Fuente: Artículo original
How to Understand a Legacy Codebase Using AI Before Changing it
The first thing many engineers want to do when they inherit a legacy codebase is change it. And I understand the impulse. You open a class that’s 1,500 lines long. There are database calls mixed with Fuente: Artículo original
How to Host Odoo: Self-Hosted vs Managed Hosting
Odoo is an open-source enterprise resource planning (ERP) platform that helps businesses manage operations such as sales, customer relationship management (CRM), inventory, accounting, human resources Fuente: Artículo original
Chain of Responsibility Design Pattern: Decoupling Complex Business Rules, One Handler at a Time
Every system, at some point, ends up with a function that nobody wants to touch. It starts small: a simple validation check, an if statement here, another there. Then requirements grow and more condit Fuente: Artículo original
What to Do if Your Site Is About to Hit Vercel’s Free Image Optimization Cap
I maintain my own website, and every now and then I upgrade the site to a new version. And I frequently experiment with different technologies and architectures while doing so. Recently, I faced an is Fuente: Artículo original
High-Frequency Real-Time Data in React: From Ring Buffers to OffscreenCanvas
React is great at many things. But if you’ve ever tried pushing thousands of data points per second through it, you’ll quickly learn that React isn’t a firehose. It’s more like a garden hose. Try forc Fuente: Artículo original
Building a Reinforcement Learning Framework from Scratch in Pure C
High-level machine learning libraries like PyTorch and TensorFlow make training intelligent agents straightforward, but relying on modern frameworks often hides the complex mechanics working under the Fuente: Artículo original