Hashing MCP Server: Cryptographic Hashing for Your LLM
I built an MCP Server that integrates with AI assistants like Copilot or Claude to reliably calculate cryptographic hashes (MD5, SHA-256) on the fly. Here's how it works and how to use it.
Index
Understanding Model Context Protocol (MCP) and Agentic AI
Model Context Protocol (MCP) is becoming a key standard for how LLMs connect to external tools and data. This post breaks down what MCP is, how it works, and why it matters for Agentic AI.
Simple & Practical Guide to Data Modeling
A beginner-friendly guide to Data Modeling with practical examples, visual diagrams, and tool recommendations for building better data systems.
Understanding Agentic AI and Tool Calling: A Simple Chatbot Demo
"Agentic AI" is everywhere — from OpenAI's "Operator" to Claude's "Computer Use". But what does it mean for AI to be "agentic" and use "tools"?
Data Governance for AI Systems: Insights from the Data Leaders Meetup
I presented my research on data governance for AI systems at the Data Leaders meetup.
EU AI Act: Key Points and Implications for AI in Europe
The EU AI Act is the world's first comprehensive AI regulation. This presentation breaks down its key provisions and what they mean for AI development in Europe.
MultiAI-Query: Query Multiple AI Models with a Single Prompt
MultiAI-Query is an open-source tool I built to interact with multiple AI language models simultaneously — OpenAI, Mistral, LLaMA, Groq, and Google Gemini — all from one prompt.
Versioning Strategies for Data Science & ML Projects
I presented my research on Data Version Control (DVC) at the Experts Meetup hosted by the Cloud Centre of Excellence at Vodafone Germany's Düsseldorf campus. The paper covers versioning strategies tailored for Data Science and ML projects, with a focus on reproducibility and collaborative workflows.
A Growing Challenge - AI Bots Using Content Without Credit
I built and manage this website myself, so understanding how search engines and AI models interact with my content matters. Cloudflare's new AI Audit tool addresses a real gap — it lets content creators see and control how AI bots access their work.
AI Simplified - Decoding the Jargon
Five core AI/ML concepts explained in plain language — essential for anyone developing or working with Generative AI tools like ChatGPT, Gemini, etc.