The Multi-Agent Conundrum Multi-agent systems are growing in popularity as a way to improve AI task performance by dividing responsibilities between specialised roles (agents). In this tutorial, you’ll build a web-based assistant using CrewAI and OpenAI, wrapped in a Streamlit interface. You’ll compare single-agent vs multi-agent outputs, measure token usage and cost, and generate markdown reports for easy export. This post is designed to be practical and modular—ideal for anyone experimenting with LLM-powered workflows....
The Inception Problem: When Your GPT Chat Gets Lost in Its Own Dreams
The Inception Problem If you’ve ever had a lengthy conversation with ChatGPT or Claude where you jumped between topics, asked follow-up questions, and provided corrections, you might have noticed the AI starting to get… confused. Suddenly it’s mixing up information from earlier in your chat. It’s forgetting what you just asked. It’s making up details that never existed. I call this The Inception Problem, and it perfectly explains one of the biggest challenges in working with large language models....
AI Fundamentals: Core Concepts Every Developer Needs to Know
AI Fundamentals: Core Concepts Every Developer Needs to Know TL;DR Understand the difference between rule-based systems, machine learning, and deep learning Learn how neural networks and transformers power modern AI applications Discover practical integration patterns for AI in traditional software development See how AI is transforming the role and skill set of developers As developers, we’re witnessing a fundamental shift in how software is created and what it can accomplish. From the rise of mobile to the cloud and containerisation, we’ve seen many technological waves—but none as transformative as the current AI revolution....
Introduction to AI Engineering: The Evolution of Software Development
Introduction to AI Engineering As software development evolves with artificial intelligence becoming more mainstream, the role of developers is transforming. After 30 years as a professional developer working with technologies from IBM systems to Laravel PHP applications, I’ve witnessed numerous paradigm shifts. However, none are as profound as the current AI revolution. What is AI Engineering? AI Engineering sits at the intersection of software development and artificial intelligence. It’s a discipline focused on:...