Cosmic simulations that once needed supercomputers now run on a laptop
> Effort.jl, a powerful new emulator, can match complex models with astonishing speed and accuracy,
> running on something as ordinary as a laptop.
> Date:
> September 18, 2025
> Source:
> Sissa Medialab
> Summary:
> Astronomers have long relied on supercomputers to simulate the immense structure of the Universe,
> but a new tool called Effort.jl is changing that.
> By mimicking the behavior of complex cosmological models, this emulator delivers
> results with the same accuracy — and sometimes even finer detail — in just minutes
> on a standard laptop.
> The breakthrough combines neural networks with clever use of physical knowledge,
> cutting computation time dramatically while preserving reliability.
It is an interesting development made possible by Julia being a very high level language that compiles to very fast high quality native code.
There is a bit more technical detail about effort.jl on ArXiv here:
So, we are just neural nets, its easy!
At one level we probably are but the number of connections per node and number of computational nodes in a human brain are still well beyond anything that the world's most powerful computers can simulate. (the silicon hardware capability is getting closer though)