A series that runs AI models on real, local hardware — no cloud, no abstractions. Every run is measured the same way so the results actually mean something.
Fair, repeatable comparisons. One thing changes at a time and everything is published.
Every model runs on identical hardware and is asked the exact same question.
A single thing changes between runs, so you can see exactly what moved the numbers.
The model is reloaded before each test to keep results clean and consistent.
Every prompt and every result file is published so the work can be checked.
All runs happen on a single local machine so comparisons stay apples to apples.
The single graphics card that powers every local model run in the series.
The local model server that loads and serves every model tested on the rig.
A single machine, no cloud. Every result reflects what this one GPU can actually do.
PC Magik Lab is a YouTube series about running AI models on real, local GPUs. The focus is on practical, repeatable testing instead of hype — the same prompt, the same rig, one variable changed at a time.
Every prompt and every result file is published so viewers can verify the numbers themselves. No cloud, no black boxes — just models running on real hardware you could own.
Subscribe on YouTubeThe channel for the videos, and the repository for every prompt and result file.