Category: Software

The Engineering Challenge of Creative Scale If you’ve ever delved into game development, you know the drill. Character sprites—those tiny, animated heroes and villains—are a massive investment of time and artistic skill. It’s a classic creative bottleneck: a single walking animation can demand dozens of individual frames, each needing to be drawn with perfect consistency….

Ever wondered how to get a website up and running on the cloud without clicking a hundred buttons? I will show you how to use Terraform, an amazing tool that lets you write code to build your infrastructure on services like AWS.We’ll deploy a simple web server, get a beautiful website template running, and learn…

If you’re building a desktop app in 2025, you’ve likely heard two names again and again: Electron and Tauri. Tauri has exploded in popularity after its 2.0 release in late 2024, with adoption up by 35% year-over-year. Developers are drawn to its lightweight apps (often under 10 MB), lower memory usage (~30–40 MB idle), and…

This is a submission for the Google AI Studio Multimodal Challenge What I Built Mind Architect solves humanity’s oldest learning challenge: information retention. By supercharging the ancient Method of Loci with Gemini’s multimodal power, it transforms dense documents into immersive, interactive memory palaces that make knowledge stick. 🎯 The Problem: Students forget 70% of what…

Today I continued my learning path in Data Analytics and explored some new concepts: Learned how to load data from multiple sources. Got a basic introduction to AWS and its importance in handling data on the cloud. Practiced how to show images in Python using Matplotlib. Learned how to read files in Python for data…

For many many years, my PHP location in Nginx looked like this: location ~ \.php$ { include snippets/fastcgi-php.conf; fastcgi_pass unix:/var/run/php/php-fpm.sock; fastcgi_param SCRIPT_FILENAME $document_root$fastcgi_script_name; include fastcgi_params; } Enter fullscreen mode Exit fullscreen mode I never questioned it, it’s just been copy-pasted a billion times over and over from thousands of online resources with PHP and WordPress…

Two years ago, my friend woke up to a $500 Vercel bill. His small SaaS had gone viral overnight – 100k visitors in 24 hours. Great problem to have, right? Until the invoice arrived. But here’s the thing – Vercel isn’t the villain. They just outgrew it. 🎯 The Truth Nobody Tells You Vercel, Netlify,…

This is a submission for the Google AI Studio Multimodal Challenge What I Built I built an AI Fitness Coach that analyzes exercise form from uploaded videos. This application helps users improve their squat and deadlift techniques by providing real-time feedback, identifying form issues, and suggesting corrective exercises. Learning proper exercise form can be intimidating…

file:https://try-codeberg.github.io/static/causal-inference.gifTopic: Causal LLM or splitting LLMCausal Cooperative Networks (CCNets) – Causal LearnignFramework – Reasoner, Explainer, Producer. Causal inference finds causes by showing they covary witheffects, occur beforehand, and by ruling outalternatives. LLMs use pattern matching, not explicit causal models orseparate reasoning modules. Insufficient for regulated or high-stakes domains needing rigorous, transparent causality. Effective for quick…

Photo par Pixabay Je vous avais déjà parlé d’Openrewrite dans le premier article de cette série. Si vous ne l’avez pas lu et que vous avez besoin d’un petit rafraichissement, je vous invite à mettre la lecture de ce post en ⏸️ et à y revenir plus tard. C’est bon ? Allez go. Tous les…