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Dev tools · June 12, 2026

Lumina Universe

Distributed compute fleet & natural language transpiler

What it does

Harness idle Macs and iPads into a parallel MLX/CoreML compute fleet, and experiment with 'El Language'—a transpiler converting natural language directly into purely binary Turing-complete programs.

Does the same job

all alternatives →
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    Hi HN, I’m Joe. My friends Matthew, Jake and I are building Luminal (https://luminalai.com/), a GPU compiler for automatically generating fast GPU kernels for AI models. It uses search-based compilation to achieve high performance. We take high level model code, like you'd have in PyTorch, and generate very fast GPU code. We do that without using LLMs or AI - rather, we pose it as a search problem. Our compiler builds a search space, generates millions of possible kernels, and then searches through it to minimize runtime. You can try out a demo in `demos/matmul` on mac to…

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