I'm a human. I break things. I learn fast.
Momentum is my mantra. Work is my prayer.
Leveling up is just a side effect.
I make stuff, I break stuff, I figure stuff out.
Sometimes it works, sometimes it doesn't—but I always move forward. I love AI, cloud systems, and weird experiments that somehow make sense.
Mostly, I just love figuring things out while keeping a smile (or a laugh) somewhere in the process.
"Curiosity > Perfection > Momentum"
Featured Projects
DeepWaters
A messy-but-functional AI strategy hub. This is where I experiment with large language models, prompt engineering, and the philosophy of artificial cognition.
Quick Updates & Musings
1 months ago
graduated recently, onto more!
I don't have all the answers...
...but I have frameworks that survive my chaos. Peek inside:
AI Experiments
Tech Shortcuts
Personal Leveling
Frameworks for learning faster, staying focused (mostly), and maintaining momentum without burning out. Chaos-tested and approved.
Explore Personal LevelingThoughts & Notes
Observations from a slightly confused human trying to figure out life, tech, and everything in between.
What the Hell is Attention
Okay. So we all know what a context window is and what prompting is but I tried diving really deep into the foundation of how all our favourite models actually work. A very human attempt to understand "Attention Is All You Need"
Gemma 4: Free, Local, and Good Enough to Matter
I built a product chatbot using Gemma 4. A user lands on a vitamins page, asks "do you have vegan friendly options," and the model checks the available product data and answers. From there they can add to cart. Simple concept. The whole inference layer costs nothing. That last part is the story.
I Commented on South Africa's Draft National AI Policy. Here's What I Said
On 10 April 2026, Government Gazette No. 54477 opened the country's Draft National AI Policy for public comment. I sent one in. Here's a short read of what the policy says, and the two things I told the department they need to grapple with more honestly.
Read My Randomness
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