Cloud, Data, and DevOps Engineering, Demystified
Practical insights on AWS, GCP, Data Engineering, and DevOps automation — tutorials built from real-world engineering experience you can actually use.
Latest Articles
view blog →Deploying a Python MCP Server on AWS EC2 Using AWS CDK
Learn how to deploy a FastMCP server to AWS EC2 using AWS CDK, configure Claude Desktop with a local proxy bridge, and manage the full lifecycle including secure cleanup.
Read moreGoogle AI Agents Live + Labs Benelux 2025: Hands-On with ADK and Winning the Hackathon Experience
This article reflects on our experience at Google AI Agents Live + Labs Benelux 2025, highlighting hands-on work with the Agent Development Kit (ADK) and a deep dive into our winning hackathon project: a production-oriented DataOps AI agent built on Google Cloud.
Read moreMCP vs RAG vs Function Calling – Understanding the Differences Clearly
As LLM architectures mature, teams often struggle to choose between MCP, RAG, and function calling. This article provides a clear, practical comparison of these approaches, explains what each one actually solves, and shows how they work together in real production systems.
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