Developer Tools

Model Context Protocol MCP: The Future of AI Tooling

Model Context Protocol (MCP) is the open standard that finally gives AI models a clean, portable way to connect to tools and data. Here's what it is, how it works, and why every developer building AI agents needs to understand it now.

Oktay Ateş

May 26, 2026 · 6 min read min

LLM production deployment LLM Engineering

LLM Production Deployment: Lessons From the Field

Demo to production is a brutal gap with LLMs. After shipping systems across support, automation, and document pipelines, here are the patterns that prevent incidents — and the checklist every LLM feature needs before it goes live.

Oktay Ateş

May 22, 2026 · 7 min read min