From garage tinkerer to professional Maker in Chief, now as a game
You can’t open a news site at the moment without AI being blamed for something — taking jobs, doing pupils’ homework, orchestrating the death of the internet… Some of that is fair, but one thing tends to get lost in the noise, and it’s the thing that got most of us into computing and making in the first place: You can have fun with this stuff.
Executive Summary
You can’t open a news site at the moment without AI being blamed for something — taking jobs, doing pupils’ homework, orchestrating the death of the internet… Some of that is fair, but one thing tends to get lost in the noise, and it’s the thing that got most of us into computing and making in the first place: You can have fun with this stuff. So I used it to make a game called Maker Lab .
Artificial Intelligence Architecture & Model Evaluation
From an artificial intelligence architecture, model weights governance, and inference efficiency perspective: - **Weights Accessibility & Sovereignty:** Evaluates whether weights are open for private self-hosting or locked behind centralized cloud APIs. - **Quantization & Edge Performance:** Kernel optimizations (4-bit/8-bit GGUF, AWQ, EXL2) allow high tokens-per-second on consumer GPUs and Apple Silicon. - **Reasoning & Architectural Scaling:** Scrutinizes mixture-of-experts (MoE), attention mechanisms, and fine-tuning datasets against open community benchmarks.
Impact on the Open Ecosystem
Protects developers and enterprises from proprietary black-box entrapment, fostering auditable, sovereign AI infrastructure.