Parallax

Judgement

What it is

Building block

What it does

A distributed model serving framework that splits LLMs across heterogeneous machines, including Macs and GPUs, to form your own inference cluster.

Adopt it when

You want to experiment with running large models across several consumer machines.

Watch out

Version 0.1, pushes stopped in July 2026, and it is backed by a decentralised AI startup.

Ready for

Experimental

Runs as

Self-hosted server

Built with

Python, PyTorch, FastAPI and Metal

How established

Young: started 13 months ago, latest release v0.1.2.

What the license allows

You can build it into a product you sell, as long as you keep its copyright notice.

Judged on 2026-11-03 from the project's README and GitHub data. The license and age lines are worked out directly.

Built from

Follow it down: Parallax → CPython → GCC → LLVM project → runs on a microchip

How compilers were built, back to punched paper tape

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