Category Archives: Uncategorized

Hands-On Evolution of Deep Learning – Geoffrey Hinton’s AI Legacy

Geoffrey Hinton is known as the “the Godfather of AI”. We just published a course on the freeCodeCamp.org YouTube channel that will help you master modern neural networks by recreating the groundbreaking discoveries of Geoffrey Hinton. The course covers his key papers and you will follow the evolution of the ideas across decades, from Boltzmann […]

Learn How to Deploy, Secure, and Automate Full-Stack Web Apps

Taking a web application from local development to a live, secure production environment can be daunting if you’ve never looked under the hood. We just published a comprehensive course on the freeCodeCamp.org YouTube channel that teaches full-stack deployment from the ground up. Developed by Imad Saddik, this course takes a hands-on approach. By doing everything […]

How to Build a Self-Evaluating AI System: Automated Testing and Evaluation Pipelines for LLM Applications

So you shipped your AI feature and it works in demos. Your team is impressed. Then a user asks a question slightly outside your test cases and the model confidently returns something completely wrong. The truth about building with Large Language Models is that traditional software testing falls apart. You can’t write a simple assert […]

How AI Is Changing Malware Detection: From Traditional Antivirus to Next-Gen Protection

Malware used to be simple to describe. A virus attached itself to a file, and antivirus software removed it. That world is gone. Today, a single attack can steal your passwords, lock up your photos, watch what you type, and hide inside software you trust. The bigger problem is volume. The AV-TEST Institute records over […]

Apple Watch Can Now Estimate Your Health Age, But What’s It Actually Measuring? 

Your birthday tells you how many years you’ve been alive. But it doesn’t necessarily tell you how your body is aging. Two people can be the same age and still have very different levels of cardiovascular fitness, sleep quality, heart health, and metabolic health. In other words, while their chronological age may be identical, some […]

Agentic AI Engineering in Practice: How AI Engineers and Forward-Deployed Engineers Build with Claude Code, Codex, and Gemini

A practical, three-tool guide to the AI-native software development life cycle (SDLC): Plan, Design, Build, Test, Deploy, Maintain, reimagined for agentic coding. In March 2025, a small nonprofit research group called METR published a chart that made many engineering leaders sit up straighter than usual. Working backward through six years of model releases, METR measured […]

Claude Code Observability with OpenTelemetry

Agentic coding tools like Claude Code, OpenAI Codex, Google Antigravity, and Cursor have become ubiquitous for everyday software development. As agentic systems mature, much of the work developers have them do is delegated, one subagent at a time. Many teams are also exploring and using a shared, multi-tenant Agentic Infrastructure, where cost isn’t tied to […]

How to Build AI Systems That Know When They Don’t Know: A Practical Guide

Large Language Models (LLMs) have fundamentally changed how we build internal business applications. They allow developers to create intelligent software that can synthesize complex corporate data, answer internal queries, and automate repetitive workflows. But moving an LLM application from a local prototype to a production enterprise system can reveal a critical reliability issue: overconfidence. Standard […]