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14 stories
Why your computer is slow, and what actually fixes it
Slow is not one problem, it is four, and the fix for one does nothing for the others. Here is how to tell which bottleneck you have in about a minute, using a tool already on the machine, before you spend anything on the wrong upgrade.
Ahmad J · Sep 7, 2026 · 8 min read

On-Device AI on Phones: Privacy and Latency, Not Hype
Running AI on the phone instead of in the cloud is sold as a buzzword. The real reasons are concrete: your data stays put, the response is instant, and it works offline.
Ahmad J · Sep 3, 2026 · 5 min read

USB AI Accelerators: The External Stick for Running Models
A class review of plug-in USB AI accelerators, what they realistically do for running models locally, and where the marketing outruns the silicon.
Ahmad J · Sep 1, 2026 · 3 min read

How to Choose Hardware for Local AI
Ask about memory before compute: a model has to fit to run at all, and bandwidth sets the speed. CPU, discrete GPU, or unified memory. A short buying guide, plus an interactive picker that points you to the right path.
Ahmad J · Sep 1, 2026 · 3 min read

Why Future-Proofing a Computer Is Mostly a Myth
You cannot buy your way out of the future. What keeps a computer useful is not a bigger spec today but headroom in the parts you cannot upgrade, a machine that stays supported, and a workload that does not change much.
Ahmad J · Aug 31, 2026 · 3 min read
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Article · hardwareCUDA Lock-In Is Real: A Precise Cost Accounting of What Switching GPU Vendors Actually BreaksAug 6, 2026 · 9 min read
Article · hardwareWhy Battery Life Is a Chip and Software StoryJul 28, 2026 · 11 min read