Sometimes a shift happens in the world that is so quiet, so gradual, and so deceptively convenient that we only recognise its weight once it begins shaping our thinking, our behaviour, and our children. Artificial Intelligence is one of those shifts. People frame it as progress. As empowerment. As a great equaliser. As the moment…
Category: Ai
Coach Your AI: Context Engineering That Actually Works
AI isn’t a magician. It’s an eager intern that says yes to everything. To get real results, you need to coach it. Use context, examples, reverse prompting, and role assignment. Push it with harsh feedback. Iterate until it’s useful. Why AI Feels Polite but Useless AI is designed to be helpful. It rarely says no….
Teaching My Daughter with an LLM We’re Building Together (And the High-Level Problem We Solved)
I’ve always believed the best way to learn something is to build it. So I decided to teach my eldest daughter, Khawlah, Python not with textbooks or tutorials, but by building something real together: a personalized large language model. It’s not a toy. We’re building a fully functional private LLM system with FastAPI, Supabase for…
AI and the Quiet Danger of Digital Delusion
The other night, as I was wrapping up some late-night tasks, I stumbled across an article discussing something both fascinating and deeply troubling: users developing delusional beliefs from interactions with AI systems. Honestly, the more I read, the more I thought: isn’t this precisely what we should’ve expected? In a nutshell, this article from Futurism…
Teaching Machine Learning to My 11-Year-Old
The other night, while setting up a Docker container and trying to explain vector embeddings to my 11-year-old daughter, I paused mid-sentence and smiled. Not because she got it (which she kind of did), but because I realized this is the kind of moment I dreamed of: learning, teaching, struggling, and sharing the journey of…
Raising Core Skills for 2030 (One Bedtime Story at a Time)
The other night, as I tucked Khawlah and Thauban into bed, Khawlah asked me a question that made me pause:“Papa, when we’re big, what kind of work will we do?” It’s a simple question, but beneath it lies the real challenge of parenting today:We’re raising children not just for 2030 — we’re raising them for…
The Struggle Is the Point: Why We Need to Think Before We Ask
The goats were fighting again. I was trying to sort out a small programming bug while keeping one eye on the kids outside. Somewhere between chicken feed and line 84 of my code, one of the kids ran up and asked: “Papa, how do I spell ‘galaxy’?” I paused. I knew the answer, obviously. But…
From Steam Engines to Smarter AI: Why Computational Power Needs to Evolve
Back in the 1800s, steam engines powered everything. The problem? They weren’t exactly energy efficient—burning coal non-stop, even when just cruising. Fast-forward to today, and AI models are doing something similar: running full throttle, all the time, even when they don’t need to. So, what if AI could adjust its thinking power dynamically—like switching gears…