My Blogs

Understanding MCP Beyond the Hype: A Small Project That Made It Click

Over the past few weeks, I kept seeing discussions around MCP everywhere. Blog posts, Twitter threads, demos, and strong opinions. Most of it sounded promising, but also vague. Everything seemed to fall back to “better tool calling” or “agents done right,” which did not really help me understand where MCP actually fits in real systems. […]

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The Guide I Wish I Had: My Outreachy Story and Step-by-Step Blueprint

Navigating the world of open source isn’t easy. If you’re new, it can feel intimidating. Huge codebases, legacy systems, technical jargon and people who seem way more experienced than you. For a long time, I wasn’t sure how to step in. That’s precisely where programs like Outreachy shine. It offers a three-month, paid, remote internship

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