# Multi agent orchestration for Julia code generation: Best tooling / practices?

**URL:** https://discourse.julialang.org/t/multi-agent-orchestration-for-julia-code-generation-best-tooling-practices/133488
**Category:** Tooling
**Tags:** llm, openai
**Created:** [October 28, 2025, 4:09pm UTC](https://discourse.julialang.org/t/multi-agent-orchestration-for-julia-code-generation-best-tooling-practices/133488 "2025-10-28T16:09:53Z")
**Posts on this page:** 1
**Showing post:** 2

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### Author: ![abraemer](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/abraemer/32/51403_2.png) [@abraemer](https://discourse.julialang.org/u/abraemer)
#### Post date: [October 28, 2025, 8:53pm UTC](https://discourse.julialang.org/t/multi-agent-orchestration-for-julia-code-generation-best-tooling-practices/133488/2 "2025-10-28T20:53:39Z")

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Not quite sure what exactly you are asking. Generally AI works similar for Julia as it works for other languages I think. Here are two posts about using AI coding agents for Julia that you maybe find interesting:

- I had some success using Roo Code (VSCode plugin) for translating some Rust package to Julia

> [@From Rust to Julia](https://discourse.julialang.org/t/from-rust-to-julia/130939/12):
>
> I had some free time to spare today and just gave this a shot: After 3hrs of work I have something that seems to work reasonably well although the code is somewhat messy and definitely has room for improvement. You can find the current version on GitHub I gave you full access to the repo in case you want to continue this slight_smile I might continue this in 2 weeks when I have another Friday for experiments but no promises. Current state: Everything is translated Tests (AI generated) are…

- Chris Rackaukas explains a bit how he herds an army of Claudes:

> [@The use of Claude Code in SciML repos](https://discourse.julialang.org/t/the-use-of-claude-code-in-sciml-repos/131009/8):
>
> So it’s pretty public that for about a month now I’ve had 32 processes setup on one of the 64 core 128gb RAM servers to just ssh in, tmux to a window, and tell it to slam on some things non-stop. And it has been really successful!.. with the right definition of success. Let me explain. I think the first will answer the others. Basically, Claude is really not smart at all. There is no extensive algorithm implementation that has come from AI. I know some GSoCers and SciML Small Grants applicants…

Does either of that go in the direction of your question or did I miss the point entirely? 😅

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