this is honestly playing with fire
i just watched someone calmly run a 30B coding model on hardware sitting on a desk, and it hit me that 99% of people still think serious AI has to live in the cloud
the setup is stupid simple:
put the hardware on your desk. load Qwen3-Coder-30B-A3B-Instruct. run it locally. open the terminal.
from there, the machine does the heavy lifting — processing prompts, generating code, and pushing benchmark numbers that used to look like cloud-only territory.
30B coding model running locally
2,100+ t/s on one benchmark run
no cloud API needed for inference
you’re not “using an AI service.”
you’re operating your own local coding machine.
the full step-by-step is in the article below — exact hardware, exact model, exact benchmarks, exact setup
save it before the feed buries it