Six months ago, running a 70-billion-parameter language model at home meant either spending five figures on a multi-GPU workstation or accepting painfully slow token generation from a cloud API that charged you by the word. Today, I’m writing this article with a box the size of a sandwich running Llama 3.3 70B at 12 tokens …
I’ve been running a local AI server in my home for about eighteen months now, and I’m here to tell you: the experience has fundamentally changed how I think about computing. Not because the hardware is exotic or expensive — it’s neither. What changed is having a machine that sits quietly on a shelf, draws …
I’ve Tested Dozens of AI Productivity Tools – Here’s What Actually Works in 2024 Last month, I found myself drowning in notifications, half-written drafts, and a to-do list that seemed to reproduce overnight. Sound familiar? I decided to go all-in on AI productivity tools for 30 days, testing everything from chatbots to automated task managers. …
The MacBook Air M5 Is Here: I Spent Two Weeks Testing Apple’s Latest Flagship I’ve been testing laptops professionally for over 20 years. I’ve seen iterations that felt like baby steps and others that were genuine leaps forward. When Apple announced the new MacBook Air with M5 in March 2026, promising “expanded AI capabilities” and …
The MacBook Air M5 Is Here: I Spent Two Weeks Testing Apple’s Latest Flagship I’ve been testing laptops professionally for over 20 years. I’ve seen iterations that felt like baby steps and others that were genuine leaps forward. When Apple announced the new MacBook Air with M5 in March 2026, promising “expanded AI capabilities” and …
My Journey into Local AI Hardware I’ve spent the last two years obsessively testing local AI setups in my home lab, running everything from tiny language models to full-blown image generators on everything from Raspberry Pis to decked-out workstations. What I’ve learned might surprise you: the most expensive setup isn’t always the best, and you …
The Local AI Hardware Dilemma: NPU or GPU? I’ve spent the last six months building and testing local AI rigs everything from budget-friendly mini PCs to multi-GPU monsters and if there’s one question I get asked more than any other, it’s this: “Should I buy an NPU or a GPU for running AI locally?” It’s …
I’ve spent the better part of two decades building, testing, and breaking computers for a living. But nothing has disrupted my workflow quite like the current wave of local AI development. When you’re running large language models, training custom models, or just experimenting with the latest open-source AI tools, you quickly realize one thing: your …