AI & Software

Netflix knows what you want to watch next. Spotify knows your mood before you do. Amazon surfaces the exact product you were thinking about. These are classic recommendation systems — and they work well. But they have a fundamental limitation: they match patterns from the past. They don’t understand why you want something. Generative AI changes that. This article explores how generative AI upgrades traditional recommendation systems — and walks through practical implementation patterns you can apply today. ...

Tools like Kiro feel almost magical — you describe what you want, and an AI agent reads your files, writes code, runs commands, and iterates until the job is done. But there’s no magic here. It’s a set of well-defined components working together. This guide breaks down exactly how to build one from scratch. This is a technical deep-dive. You won’t have a production IDE by the end of it, but you will understand every layer of the architecture and have working code for each piece. ...

Ever watched a YouTube video or read an article and thought — “what are the key questions I should be asking about this topic?” Or maybe you have a large collection of content and want to automatically surface the most relevant questions for any given input. That’s exactly what a recommendation engine for questions does. And it’s simpler to build than you think. This guide walks through the concept and a working Python implementation — no machine learning background required. ...

What if you could run a powerful AI model on your laptop without an internet connection, without paying for API credits, and without sending a single byte of your data to the cloud? With Google’s Gemma 4 and a tool called Ollama, that’s exactly what you can do — even on a modest 8GB RAM machine. This guide walks you through the complete setup: installing Ollama, pulling the Gemma 4 model, and running it entirely offline on your MacBook. ...

The days of AI just autocompleting your code are fading fast. A new generation of tools is emerging that doesn’t just help you write code — it understands what you’re trying to build and drives the entire development process from idea to implementation. Kiro, Amazon’s AI-powered IDE, is one of the most capable tools in this new wave. If you’ve been curious about Kiro but aren’t sure where to start, this guide walks you through the key features and how to use them to ship faster without sacrificing quality. ...