







An alternative module system for Julia
aviatesk/JETLS.jl
A new language server for Julia, enabling modern, compiler-powered tooling.
Why I no longer recommend Julia
For many years I used the Julia programming language for transforming, cleaning, analyzing, and visualizing data, doing statistics, and performing simulations.
kahliburke/Tachikoma.jl
Build rich terminal apps in Julia — widgets, layouts, sixel graphics, Kitty graphics, animations, and more
Why Numba and Cython are not substitutes for Julia - Stochastic Lifestyle
Sometimes people ask: why does Julia need to be a new language? What about Julia is truly different from tools like Cython and Numba? The purpose of this blog post is to describe how Julia’s design gives a very different package development experience than something like Cython, and how that can lead to many more optimizations. What I really want to show is: Julia’s compilation setup is built for specialization of labor which is required for scientific progress Composition of Julia codes can utilize the compilation process to build new programs which are greater than the sum of the parts I will also explain some of the engineering tradeoffs which were made to make this happen. There are many state-of-the-art scientific computing and data science packages in Julia and what I want to describe is how these are using the more “hardcore ... READ MORE
Thomas Yu on Twitter / X
Yesterday @supersonicai released an open weight jev-like model called julia-1This demo shows julia-1 running locally on my M5 Macbook Pro doing ~1500 tokens/sec calculating a live call's scam risk and risk types.Even for this moderately complex task, julia-1 was able to do… pic.twitter.com/VYHRvrjyIS— Thomas Yu (@thommyyu) September 27, 2026
Calculus with Julia
This is a set of notes for learning calculus using the Julia language. Julia is an open-source programming language with an easy to learn syntax that is well suited for this task.
Comparison of plotting packages
I want to write a small 2d physical simulation to sharpen my Julia skills and learn how to use Julia to display more than “regular plots” I saw a post suggesting using either Makie, Plots or Javis I don’t want to start a fan war but would appreciate a comparison of the different use cases where each of the packages shines and where it can be challenging to use

Genie Framework - Build Data Apps in Julia.
Genie is an open source framework with all you need to quickly build production-ready, data-centric web apps with Julia.

Julia vs Numba and Cython: Looking Beyond Microbenchmarks
We compare the performance of Julia and Numba, for a minimal benchmark that enables to see some fundamental difference between Julia and accelerated-Python.
JuliaDocs/DocumenterInterLinks.jl
A plugin for Documenter.jl that enables linking between projects
julia_tutorials/From Macros to DSLs in Julia - Part 1 - Macros.ipynb at master · johnmyleswhite/julia_tutorials
Tutorials on Julia topics. Contribute to johnmyleswhite/julia_tutorials development by creating an account on GitHub.
Julia motivation: why weren't Numpy, Scipy, Numba, good enough?
I recently gave a Why Julia? talk to a roomful of computational fluid dynamicists and astrophysicists. (John Gibson, UNH & KITP, Julia - a high-performance dynamic programming language for technical computing, Kavli Institute, UCSB 2017-02-02). I got two main skeptical responses. One Python expert in the audience pointed out that much of what I was touting in Julia is available in Python: Numba for fast array math, %jit macros for just-in-time computation. I read up on these things afterwards a...
