Stratos Louvaris

Agentic AI Systems Engineer

Production, not demos

Security from day one

Documents what breaks

Stratos Louvaris
Stratos Louvaris
Stratos Louvaris
Stratos Louvaris

Agentic AI Systems Engineer

Production, not demos

Security from day one

Documents what breaks

Blog
July 23, 2026 Agent Skills Explained: What They Are, How to Use Them, and How They Differ From MCP

A first-principles guide to Agent Skills: how they work, how to build one with skill-creator, and how they differ from MCP servers.

July 20, 2026 Running MCP in Production: Where Demos Break and How to Harden It (Part 2 of 2)

What goes wrong when MCP meets real users — context overload, smelly tool descriptions, prompt-injection-as-RCE — and the infrastructure work that prevents it.

May 16, 2026 What MCP Actually Is: Architecture, Primitives, and Why It Exists (Part 1 of 2)

Large language models are brilliant but isolated. The Model Context Protocol (MCP) fixes this by standardizing AI integrations. Just as LSP did for IDEs, MCP lets you write a server once using three primitives, Tools, Resources, and Prompts, so any compliant AI assistant can seamlessly use your

February 24, 2026 11 Advanced RAG Strategies That Separate Demos From Production Systems (Part 3 of 3)

Basic RAG works for demos, but production demands more. Explore 11 advanced strategies, from re-ranking and multi-query to agentic and self-reflective RAG, that solve specific failure modes. Learn how to stack these techniques to build accurate, production-ready AI systems.