Does Language Still Matter in the Age of AI? Yes — But the Tradeoff Has Changed

Wed, 25 Mar 2026 16:37:20 +0000

I keep hearing the same question in architecture reviews, slack threads, and conference Hallways:

“If AI is writing the code, does language even matter anymore?”

It does. More than ever, actually — just not for the reasons we’ve been arguing about for the last decade.

The Bottleneck Has Moved

For decades, we optimized for developer productivity. How fast can someone write code? How expressive is the language? How quickly can we ship features?

Understanding MCP Through Raw STDIO Communication

Thu, 17 Jul 2025 15:57:05 +0000

Deep Dive into the Model Context Protocol

Ever wondered how AI assistants like Claude actually communicate with external tools and services? While most tutorials focus on using pre-built SDKs and frameworks, this article takes a different approach—we’ll dissect a production MCP server built from scratch using only Java’s standard libraries and raw STDIO communication.

By stripping away all the abstractions and implementing the Model Context Protocol directly, we’ll uncover the surprisingly elegant mechanics that enable AI systems to discover, understand, and execute tools.

David Parry on foojay.io - Friends of OpenJDK

Does Language Still Matter in the Age of AI? Yes — But the Tradeoff Has Changed

The Bottleneck Has Moved

Understanding MCP Through Raw STDIO Communication

Deep Dive into the Model Context Protocol