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Part 4: Multi-Agent Orchestration with a Supervisor Pattern

Dec 16, 2025 · 7 min read · If you have been following along, you might be wondering, "Why are we making this so complicated? Can't we just give one giant AI all the tools and let it figure it out?" You could. And for simple tasks, that works fine. But the moment your project g...

Part 3: Implementing Model Context Protocol (MCP) | The "USB-C" of AI

Dec 15, 2025 · 6 min read · Welcome back. If you are reading this, you probably saw "Model Context Protocol" in the title and thought, "Oh cool, the shiny new thing!" I have a confession to make: The title of this post is a bit of a lie. We are not building a full-blown "MCP Se...

Part 2: Building the Arduino API & Hardware Layer

Dec 14, 2025 · 8 min read · In Part 1 of this series, we drew boxes on a whiteboard and called it "Architecture". Today, we will stop pretending and start building. Most other tutorials on the internet are very basic and teach you how to build a calculator or some other basic s...

Part 1: The Blueprint of a Modern Agentic System

Dec 13, 2025 · 5 min read · Let’s be honest for a second: The world doesn't need another RAG chatbot. If I see one more tutorial on "How to Chat with your PDF," I might scream. Don’t get me wrong, Retrieval Augmented Generation (RAG) is useful. It’s practical. But it is also in...

Why Hiring Cheap Developers and Over-Reliance on AI Will Cost You More Than You Save

Mar 30, 2025 · 5 min read · As a developer with real life experience in building critical systems for Securities and Exchange Board of India (SEBI) that scale and withstand real-world chaos, I’ve firsthand seen how everyone is trying to replace developers with AI tools. But you...