Infrastructure - 2026

The server side.

Where Alex Huang's models train and services run.

huangjiz.com is the portfolio. This domain is the machinery behind it.

01

Services

hub.huangjiz.org Invite only

JupyterHub across every machine below. Python, R, MATLAB and Java notebooks, plus RStudio. One login, then pick the machine that suits the job.

Each service lives on its own subdomain. This page only points the way.

02

Machines

euswbnix

RTX 5090 · 32 GB VRAM

The workstation. GPU training and the full toolbox of languages.

Mac Studio

Apple M5 Max · 32-core GPU

Apple silicon workloads, with PyTorch running on Metal.

R740xd

Dell PowerEdge · 112 threads

The rack server. CPU-heavy jobs and storage.

03

How It Fits Together

Control plane
A small always-on cloud node handles login and routing, so the hub stays up when a machine is switched off.
Compute
Each machine joins over an encrypted tunnel. Notebooks run on the machine you pick, not on the control plane.
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