What is Agentic AI? A Practical Introduction
Agentic AI systems plan, use tools and act towards a goal instead of just answering a prompt. How they work, where they help, and where they fail.
Articles
Notes on AI agents, quantum computing & engineering
Explainers and field notes: agentic AI, quantum computing, optimization, machine learning, Industry 4.0 and the books that shaped how I think.
AI Agents vs. Agentic Workflows: Which One Do You Need?
Workflows follow code paths you define; agents choose their own steps. Five workflow patterns, a decision table, and why you should start simple.
How AI Agents Use Tools: Function Calling and the Model Context Protocol (MCP)
LLMs only produce text; tools let them act. How function calling works, what MCP standardises, a minimal MCP server in Python, and the security rules.
What are Multi-Agent Systems? When One Agent Is Not Enough
Multi-agent systems split a goal across specialised AI agents. The main architectures, what they cost, and when a single agent is the better design.
Agentic AI for Science: From Chatbots to Autonomous Research Assistants
Why AI agents suit scientific work, what makes it hard, and what we learned building El Agente systems for quantum simulation and chemistry.
How to Evaluate and Secure AI Agents: Evals, Guardrails and Human-in-the-Loop
Agents are non-deterministic and can act on the world. A practical guide to building evals, spotting the main security risks, and adding guardrails.
Tutorials
Short explainers on quantum computing, optimization, machine learning, Industry 4.0 and more.
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What is Flask python?
Flask is a lightweight and flexible web framework for Python. It allows developers to build web applications quickly and easily, using a simple and intuitive…
What is Industry 4.0 and the Future of the Factories (FoF)!
Throughout my PhD studies, I had the opportunity to extensively research the future of the factory, with a particular focus on the topic of Industry 4.0.…
What is “GIGA R1 WiFi” Arduino
Arduino recently launched a new product named “GIGA R1 WiFi”, designed for ambitious makers and creators who want to take their projects to the next level.…
What is Combinatorial Optimization?
Combinatorial optimization is a field of mathematics and computer science that focuses on finding the best solution among a finite set of possible solutions…
What is Digital Twin
I am a fan of the Industrial Revolution and have worked in the industry since 2004. I have always been fascinated by the use of emerging technologies in…
What is Generative Model?
A generative model is a type of machine learning model that learns to generate new data that is similar to the data it was trained on. Generative models are…
What is Quantum computing?
Quantum computing is a field of computing that uses the principles of quantum mechanics to build computers that can perform certain computations much faster…
Hyper parameter tuning
Hyperparameter tuning is the process of finding the best set of hyperparameters for a deep neural network that optimizes its performance on a given task. The…
Mastering the Art of Decision-Making: A Deep Dive into Annie Duke’s ‘Thinking in Bets’
Hello everyone! I recently had the pleasure of reading “Thinking in Bets” by Annie Duke, and I must say, it was quite an enlightening experience! The book…
Smart Choice
“Smart Choices: A Practical Guide to Making Better Decisions” is a book by John S. Hammond, Ralph L. Keeney, and Howard Raiffa. The book provides a framework…
How to Win Friends and Influence People
“How to Win Friends and Influence People” is a self-help book written by Dale Carnegie and first published in 1936. The book provides practical advice and…