Ruslan Magana Vsevolodovna

Artificial Intelligence 🤖, Data Science 📊, Machine Learning 🔢, and Cloud Development ☁️.
If you like them, you ended up in the right spot.

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Cloud Architecture, Data Science and Machine Learning

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Hi there, my name is Ruslan Magana Vsevolodovna.

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Recent posts

Building a Watsonx.ai Chatbot RAG Server with MCP

20 Apr 2025

34 minute read

How to build a full-featured Retrieval-Augmented Generation (RAG) server using IBM Watsonx.ai, ChromaDB with MCP and Claude Desktop

Building RAG Applications with IBM watsonx.ai and Langflow

20 Apr 2025

7 minute read

IBM watsonx.ai Integration with Langflow

Building a Watsonx.ai Chatbot Server with MCP in Python

18 Apr 2025

9 minute read

How to build a WatsonX Chatbot Server with Model Context Protocol (MCP)

Building a Production-Ready, Pluggable A2A Agent with IBM watsonx.ai, MatrixHub, and MCP Gateway

02 Apr 2025

30 minute read

Introduction to A2A with Universal A2A Agent

Why I Rewrote My AI Agent Swarm in Rust (and Built an Agent Kernel)

03 Mar 2025

8 minute read

Building Scalable AI Agent Systems with Nexus — a complete, reproducible engineering guide for running thousands of agents with kernel-level semantics.