The Appropri8 Way to Design and Develop Modern Software Systems
Exploring the cutting edge of software development, web technologies, and
digital innovation with a focus on appropriate and best practices.
Best practices, design patterns, and modern development methodologies that help you build better software.
Frontend frameworks, backend solutions, and full-stack development insights for the modern web.
AI/ML, blockchain, cloud computing, and emerging technologies that are shaping the future of software.
Teams are moving from one big agent to many small agents. They need shared tool access and a clean way to talk to each other. Here's how MCP and A2A fit together without creating a mess.
Once you have many agents delegating work, debugging becomes the main cost. You need to answer basic questions fast: Which agent made the call? Which tools did it touch? What did it see? What did it cost? This is now a common pain point in 'agent mesh' style systems.
AI-generated code works, but it's harder to read and change. Here's a review checklist that catches the mess before it ships.
Reliability code is everywhere now: retries, timeouts, circuit breakers, idempotency keys. The trend is good, but the code often becomes unreadable. Here's how to keep it clean and obvious.
Learn by doing with our hands-on tutorials
Learn how to build a complete IoT system with MQTT broker, device simulator, and dashboard visualization - all running locally on your laptop
Learn how to properly evaluate machine learning models using train/test splits, cross-validation, and multiple metrics in scikit-learn
Learn how to build a complete machine learning pipeline using Scikit-Learn. From raw data to a tuned model wrapped in a reusable Pipeline.