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More machine learning systems now rely on AI agents, which makes careful safety evaluation essential. With more and more vulnerabilities coming to the fray, it’s nigh impossible for a single unified protocol to stay up to date with them all. This piece introduces MLflow as a practical framework for testing and monitoring agentic systems through structured experiments. It outlines a red-teaming setup with three roles: an attacker model that generates risky prompts, a target model that responds, and a judge model that evaluates safety. MLflow tracks every run, making results easy to compare, inspect, and debug. In this article, the…

Large language models are powerful, but on their own they have limitations. They cannot access live data, retain long-term context from previous conversations, or perform actions such as calling APIs or querying databases. LangChain is a framework designed to address these gaps and help developers build real-world applications using language models. LangChain is an open-source framework that provides structured building blocks for working with LLMs. It offers standardized components such as prompts, models, chains, and tools, reducing the need to write custom glue code around model APIs. This makes applications easier to build, maintain, and extend over time.  What Is LangChain and…

We have entered the time of multi-agent artificial intelligence. However, there is a very important issue: in what way can remote AI agents produce rich and interactive experiences without exposing the system to security risks? Google A2UI (Agent-to-UI) protocol addresses this question in a very smart way, allowing agents to create user interfaces that are completely integrated with the entire platform. What is Google A2UI? A2UI is a public protocol that permits AI agents to explicitly create user interfaces through JSON-based communication. Rather than restricting the communication to text only or using the unsafe HTML/JavaScript execution method, the agents can…

SQL is one of those skills that shows up everywhere, data analytics, backend engineering, reporting, and even product roles. But when it comes to resources for learning it, they aren’t as omnipresent. The conventional ways of reading documentation or textbooks isn’t how everyone learns best. Some learners prefer seeing queries written, explained step by step and others in a visual manner. This article is built with that in mind. A list of SQL channels, each tailored to a different type of learner, so you can stop forcing yourself into the wrong format and start learning in a way that works…

The role of a Data Analyst in 2026 looks very different from even a few years ago. Today’s analysts are expected to work with messy data, automate reporting, explain insights clearly to business stakeholders, and responsibly use AI to accelerate their workflow. This Data Analyst learning path for 2026 is designed as a practical, month-by-month roadmap that mirrors real industry expectations rather than academic theory. It focuses on building strong foundations, developing analytical depth, mastering storytelling, and preparing you for hiring and on-the-job success. By following this roadmap, you will not only learn tools like Excel, SQL, Python, and BI…

The NotebookLM is a relatively new Internet phenomenon, in which Google has distinguished itself, thanks to its Audio Overview mode – a mechanism that transforms the text in the paper into a two-person podcast. All of this, in a single click. But what should you do when you wish to build it yourself and do not want to use proprietary black boxes – basically, complete control of the information? Enter NotebookLlama. NotebookLlama is a free-source implementation of the Meta recommendation, which recreates the podcast experience of the notebookLM using Llama models. This guide will also guide you towards assembling a…

Agent creation has become easier than ever but have you ever thought – how can we make them more powerful than they already are? I recently thought of one possible way – what if they had realtime information about specific categories like finance and movies. That would be really cool, right? While exploring this option, I found RapidAPI a hub of APIs that can give access to AI agents to realtime information with a simple API call. I then decided to make a few agents that can make use of these APIs to make better role-playing agents. In this article,…

Image by Author   # Introduction  Before jumping into the projects, let’s clear up what Docker is and why people care about it. Docker packages an application and everything it needs into a container. A container is a lightweight, isolated environment that runs the same way everywhere. No “works on my machine” problems. If it runs on your laptop, it runs the same on a server or the cloud. Developers love that because sharing code becomes simple and predictable. In this “5 Fun Projects” series, our focus is on learning by doing. Every project teaches one core Docker skill. By the…

Obtaining the text in a messy PDF file is more problematic than it is helpful. The problem does not lie in the ability to transform pixels into text, but rather, in maintaining the structure of the document. Tables, headings, and images should be in the right sequence. When using Mistral OCR 3, it is no longer the text conversion, but the production of business usable information. The new AI-powered document extraction tool will be intended to enhance complicated file extraction. This guide discusses the Mistral OCR 3 model. We’ll also discuss its new features and their methods of usage, and…

Learning AI isn’t difficult because of the content, it’s difficult because everyone learns differently. Some people need visual explanations. Others want to dive straight into hands-on work. Some prefer structured lessons, others want flexibility. And for many learners, a certificate is the final proof that makes the effort worthwhile. This list is built around that idea. A list of free courses on AI, each for a different type of learner, offering an inclusive collection of some of the best courses out there. From classroom learners to independent self-studiers, this article covers everyone. 1. For learners looking for the best… Certificate!…