Building systems with
rational optimism
Hi, I'm Muhammad 👋
A product-minded software engineer with strong enthusiasm for AI, focused on the intersection of technology, business and science turning ideas into products that elevate human experience.
In this website, I publish ideas, lessons, and experiments openly to support communities that spread knowledge.
Featured Articles
AI Agents vs Traditional Software: What's Really Changing and Where's the Value
Why agentic systems are becoming the foundation of a new generation of software. Includes practical checklists and metrics.
AI Agents: A New Stage in the Evolution of User Experience
How AI agents are transforming user experience from manual interfaces to autonomous goal achievement.
How to Build AI Agents: A Practical Guide for New Developers
A practical guide showing how to get started with building AI agents using modern frameworks.