# Latest

**URL:** https://discourse.julialang.org/latest.md?page=16

[Latest](https://discourse.julialang.org/latest.md) · [Categories](https://discourse.julialang.org/categories.md) · [Tags](https://discourse.julialang.org/tags.md)

**Page:** 17

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## [CUDA artifact selection for Pascal GPU](https://discourse.julialang.org/t/cuda-artifact-selection-for-pascal-gpu/137434)

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**Author:** [@EGau](https://discourse.julialang.org/u/EGau)\
**Replies:** 5\
**Last updated:** [July 29, 2026, 7:49am UTC](https://discourse.julialang.org/t/cuda-artifact-selection-for-pascal-gpu/137434 "2026-07-29T07:49:28Z")

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I am using CUDA.jl on a Pascal (sm\_61) hardware. Till now having driver 570xx (575xx also) worked when restricting cuDNN to v1.4.4 (so nvidia cudnn is \<v9.10.0, later Pascal is deprecated). This restricted also CUDA.jl …

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## [In silico clinical trials in Julia without using Pumas](https://discourse.julialang.org/t/in-silico-clinical-trials-in-julia-without-using-pumas/138049)

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**Author:** [@arinbasu](https://discourse.julialang.org/u/arinbasu)\
**Replies:** 3\
**Last updated:** [July 29, 2026, 7:29am UTC](https://discourse.julialang.org/t/in-silico-clinical-trials-in-julia-without-using-pumas/138049 "2026-07-29T07:29:11Z")

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Hi All, I am interested to know if anyone has any suggestions about packages other than Pumas for in silico clinical trials for Julia. I have been using DifferentialEquations and SciML for simple simulations but is it p…

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## [DoubleFloats.jl is markedly improved](https://discourse.julialang.org/t/doublefloats-jl-is-markedly-improved/138444)

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**Author:** [@JeffreySarnoff](https://discourse.julialang.org/u/JeffreySarnoff)\
**Replies:** 8\
**Last updated:** [July 29, 2026, 6:34am UTC](https://discourse.julialang.org/t/doublefloats-jl-is-markedly-improved/138444 "2026-07-29T06:34:24Z")

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The new release 1.11 is faster (use it) and much more uniformly accurate (accuracy is quite stable throughout function domains, even at the more tricky regions). Yes, faster and more accurate. Benchmark Accuracy

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## [Ensuring that julia is configured same way across all developers working on repository](https://discourse.julialang.org/t/ensuring-that-julia-is-configured-same-way-across-all-developers-working-on-repository/138502)

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**Author:** [@oxinabox](https://discourse.julialang.org/u/oxinabox)\
**Replies:** 8\
**Last updated:** [July 29, 2026, 5:13am UTC](https://discourse.julialang.org/t/ensuring-that-julia-is-configured-same-way-across-all-developers-working-on-repository/138502 "2026-07-29T05:13:26Z")

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Hi, so I have a mono-repo. One fairly small part of it is a julia package. Most people i work with are not julia experts so don’t know a lot about configuring Julia in a sensible way. I would like to basically check …

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## [Does resolve respect JULIA\_PKG\_PRESERVE\_TIERED\_INSTALLED?](https://discourse.julialang.org/t/does-resolve-respect-julia-pkg-preserve-tiered-installed/138389)

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**Author:** [@oxinabox](https://discourse.julialang.org/u/oxinabox)\
**Replies:** 6\
**Last updated:** [July 29, 2026, 3:21am UTC](https://discourse.julialang.org/t/does-resolve-respect-julia-pkg-preserve-tiered-installed/138389 "2026-07-29T03:21:00Z")

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JULIA\_PKG\_PRESERVE\_TIERED\_INSTALLED is mentioned in the docs for \] add. But this is not the only way packages get installed. A particular case I am interested in is resolve. If you delete the Manifest.toml and run res…

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## [\[ANN\] Snapshot.jl — interactive Pluto exports without a Julia server](https://discourse.julialang.org/t/ann-snapshot-jl-interactive-pluto-exports-without-a-julia-server/138358)

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**Author:** [@Dale\_James\_Black](https://discourse.julialang.org/u/Dale_James_Black)\
**Replies:** 32\
**Last updated:** [July 28, 2026, 10:35pm UTC](https://discourse.julialang.org/t/ann-snapshot-jl-interactive-pluto-exports-without-a-julia-server/138358 "2026-07-28T22:35:33Z")

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I (alongside AI agents, of course) have been working on Snapshot.jl, a package that exports a Pluto notebook as a static page while keeping supported @bind interactions live via wasm. The interactive cells are compiled …

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## [Comparing Julia workflow performance (MTK/plotting/animation) across PCs](https://discourse.julialang.org/t/comparing-julia-workflow-performance-mtk-plotting-animation-across-pcs/138498)

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**Author:** [@BLI](https://discourse.julialang.org/u/BLI)\
**Replies:** 7\
**Last updated:** [July 28, 2026, 4:49pm UTC](https://discourse.julialang.org/t/comparing-julia-workflow-performance-mtk-plotting-animation-across-pcs/138498 "2026-07-28T16:49:06Z")

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I am running some comparisons of various PCs (two desktops, two laptops). Specifically a Jupyter Notebook in VSCode with 474 code cells: 14 simulations of MTK models (rigid models, PDEs), with plotting, one animation. So…

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## [How good is the support for hybrid system modelling in MTK?](https://discourse.julialang.org/t/how-good-is-the-support-for-hybrid-system-modelling-in-mtk/138499)

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**Author:** [@ufechner7](https://discourse.julialang.org/u/ufechner7)\
**Replies:** 4\
**Last updated:** [July 28, 2026, 12:42pm UTC](https://discourse.julialang.org/t/how-good-is-the-support-for-hybrid-system-modelling-in-mtk/138499 "2026-07-28T12:42:46Z")

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How good is the support of modeling hybrid systems with MTK in the summer of 2026? It used to be incomplete/ buggy for a long time. Did this change? I am looking at the control of electrical machines. The controller ca…

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## [An animal for Julia?](https://discourse.julialang.org/t/an-animal-for-julia/6322)

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**Author:** [@cormullion](https://discourse.julialang.org/u/cormullion)\
**Replies:** 170\
**Last updated:** [July 28, 2026, 9:52am UTC](https://discourse.julialang.org/t/an-animal-for-julia/6322 "2026-07-28T09:52:19Z")

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In that long “What can we do to make Julia grow fast” thread, @John\_Hearns suggests that what Julia really needs is a cuddly animal. (I’m not sure I totally agree with him but it’s an interesting idea to pursue… …

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## [KaimonSlate export modes](https://discourse.julialang.org/t/kaimonslate-export-modes/138490)

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**Author:** [@VivMendes](https://discourse.julialang.org/u/VivMendes)\
**Replies:** 3\
**Last updated:** [July 27, 2026, 4:49pm UTC](https://discourse.julialang.org/t/kaimonslate-export-modes/138490 "2026-07-27T16:49:12Z")

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Hi @kahliburke, I have a large number of Pluto notebooks that I use to undertake assessments with multiple-choice questions. The typical packages that are used are the following: CSV = “~0.10.16” DataFrames = “~1.8.2” …

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## [Question about PGFPlotsX.jl](https://discourse.julialang.org/t/question-about-pgfplotsx-jl/81815)

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**Author:** [@Raymond](https://discourse.julialang.org/u/Raymond)\
**Replies:** 10\
**Last updated:** [July 27, 2026, 2:55pm UTC](https://discourse.julialang.org/t/question-about-pgfplotsx-jl/81815 "2026-07-27T14:55:49Z")

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What’s wrong with this, I have installed LaTeX in my Mac M1. julia\> using PGFPlotsX julia\> pgfplotsx() Plots.PGFPlotsXBackend() julia\> surface(range(-3, 3, length = 30), range(-3, 3, length = 30), (x, y)…

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## [Can Symbolics/MTK split the generated RHS into multiple smaller functions?](https://discourse.julialang.org/t/can-symbolics-mtk-split-the-generated-rhs-into-multiple-smaller-functions/138469)

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**Author:** [@Bart\_van\_de\_Lint](https://discourse.julialang.org/u/Bart_van_de_Lint)\
**Replies:** 1\
**Last updated:** [July 26, 2026, 7:39pm UTC](https://discourse.julialang.org/t/can-symbolics-mtk-split-the-generated-rhs-into-multiple-smaller-functions/138469 "2026-07-26T19:39:39Z")

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I have a large ModelingToolkit model. mtkcompile inlines ~32k observed equations into a single big RHS function in around 60 seconds, and first-call compilation of that one function takes \>1000 s (dominated by type infer…

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## [\[ANN\] PackedStructs.jl](https://discourse.julialang.org/t/ann-packedstructs-jl/137831)

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**Author:** [@PatrickHaecker](https://discourse.julialang.org/u/PatrickHaecker)\
**Replies:** 14\
**Last updated:** [July 26, 2026, 4:43pm UTC](https://discourse.julialang.org/t/ann-packedstructs-jl/137831 "2026-07-26T16:43:04Z")

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I am happy to announce that we open-sourced PackedStructs.jl. Shamelessly copying from its README: PackedStructs.jl provides the @packed macro to annotate structs. These structs will pack together types which do not ha…

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## [\[ANN\] VolumeRendering.jl – plotting volumes, fast and interactive](https://discourse.julialang.org/t/ann-volumerendering-jl-plotting-volumes-fast-and-interactive/138462)

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**Author:** [@aplavin](https://discourse.julialang.org/u/aplavin)\
**Replies:** 9\
**Last updated:** [July 26, 2026, 10:25am UTC](https://discourse.julialang.org/t/ann-volumerendering-jl-plotting-volumes-fast-and-interactive/138462 "2026-07-26T10:25:22Z")

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Happy to announce a new package VolumeRendering.jl for visualizing 3D fields – scalar or vector, always fast, interactive, and extensible. Just registered in General! The default recommended way to use it is as an ImGu…

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## [Zed tooling with julia](https://discourse.julialang.org/t/zed-tooling-with-julia/138482)

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**Author:** [@blah\_blah.jl](https://discourse.julialang.org/u/blah_blah.jl)\
**Replies:** 0\
**Last updated:** [July 26, 2026, 6:08am UTC](https://discourse.julialang.org/t/zed-tooling-with-julia/138482 "2026-07-26T06:08:02Z")

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Hey folks hope you are having an amazing day I wanted to ask about something I am a great fan of the Zed editor, simple tooling ecosystem, clean and neat.. coming from a vs code background but when I use zed, it often ca…

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## [Makie density line plot](https://discourse.julialang.org/t/makie-density-line-plot/63137)

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**Author:** [@nilshg](https://discourse.julialang.org/u/nilshg)\
**Replies:** 11\
**Last updated:** [July 26, 2026, 5:59am UTC](https://discourse.julialang.org/t/makie-density-line-plot/63137 "2026-07-26T05:59:47Z")

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Can I somehow get a density as a line plot in Makie? The best I’ve come up with so far is density(randn(1\_000), color = (:red, 0.0), strokearound = true, strokecolor = :blue, strokewidth = 2) which seems a bit clumsy …

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## [Field note: what your LLM calls actually cost per turn from Julia (measured) + a tiny TokenMeter](https://discourse.julialang.org/t/field-note-what-your-llm-calls-actually-cost-per-turn-from-julia-measured-a-tiny-tokenmeter/138476)

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**Author:** [@reelwiselab](https://discourse.julialang.org/u/reelwiselab)\
**Replies:** 1\
**Last updated:** [July 26, 2026, 3:12am UTC](https://discourse.julialang.org/t/field-note-what-your-llm-calls-actually-cost-per-turn-from-julia-measured-a-tiny-tokenmeter/138476 "2026-07-26T03:12:07Z")

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Field note: what your LLM calls actually cost per turn when you drive them from Julia — and a tiny helper to see it I’ve been building an agent loop in Julia that calls an LLM each step (PromptingTools-style: a system p…

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## [@static in Project.toml](https://discourse.julialang.org/t/static-in-project-toml/138474)

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**Author:** [@Jake](https://discourse.julialang.org/u/Jake)\
**Replies:** 1\
**Last updated:** [July 25, 2026, 11:09pm UTC](https://discourse.julialang.org/t/static-in-project-toml/138474 "2026-07-25T23:09:38Z")

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I am using the command @static Sys.ARCH == :aarch64 ? using WGLMakie : using GLMakie in my program to use WGLMakie on the Raspberry PI and GLMakie on other machines. This is due to OpenGL not being available on the RPI. …

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## [ANN: TeXLayout.jl - typeset your LaTeX in Makie](https://discourse.julialang.org/t/ann-texlayout-jl-typeset-your-latex-in-makie/137737)

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**Author:** [@dawbarton](https://discourse.julialang.org/u/dawbarton)\
**Replies:** 13\
**Last updated:** [July 25, 2026, 7:35pm UTC](https://discourse.julialang.org/t/ann-texlayout-jl-typeset-your-latex-in-makie/137737 "2026-07-25T19:35:48Z")

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I’ve been working on (another) pure-Julia LaTeX typesetting package TeXLayout.jl that is focused on rendering nice mathematics in Makie.jl (mostly CairoMakie.jl) for various diagramming needs that I have (lecture notes…)…

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## [Customising Turing.jl sample progress bar](https://discourse.julialang.org/t/customising-turing-jl-sample-progress-bar/125110)

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**Author:** [@Sahil\_Khan](https://discourse.julialang.org/u/Sahil_Khan)\
**Replies:** 3\
**Last updated:** [July 25, 2026, 5:51pm UTC](https://discourse.julialang.org/t/customising-turing-jl-sample-progress-bar/125110 "2026-07-25T17:51:36Z")

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Hello, I was wondering that can we customise sampling progressbar during inference by Turing.jl? sample(model, NUTS(1000, 0.65), MCMCThreads(), 10000, 3, progress = true) At the moment it shows progress after 1/3 sam…

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## [Julia 1.9 on Intel Sapphire Rapid CPU doesn't work](https://discourse.julialang.org/t/julia-1-9-on-intel-sapphire-rapid-cpu-doesnt-work/118444)

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**Author:** [@JohnnyChen94](https://discourse.julialang.org/u/JohnnyChen94)\
**Replies:** 6\
**Last updated:** [July 25, 2026, 4:13pm UTC](https://discourse.julialang.org/t/julia-1-9-on-intel-sapphire-rapid-cpu-doesnt-work/118444 "2026-07-25T16:13:52Z")

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We recently bought a new server with the latest Intel CPU (Sapphire Rapids), yet we just realized that it doesn’t work for Julia 1.9.x versions. Here’s a brief report: julia\> versioninfo() Julia Version 1.9.3 Commit bed…

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## [What would you do when you can no longer find the meaning of life?](https://discourse.julialang.org/t/what-would-you-do-when-you-can-no-longer-find-the-meaning-of-life/138421)

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**Author:** [@godot](https://discourse.julialang.org/u/godot)\
**Replies:** 6\
**Last updated:** [July 25, 2026, 4:23am UTC](https://discourse.julialang.org/t/what-would-you-do-when-you-can-no-longer-find-the-meaning-of-life/138421 "2026-07-25T04:23:47Z")

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Is it legal to discuss this topic here?

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## [The compilation time of max with dot distribution is kinda insane. workarounds?](https://discourse.julialang.org/t/the-compilation-time-of-max-with-dot-distribution-is-kinda-insane-workarounds/138440)

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**Author:** [@rokke](https://discourse.julialang.org/u/rokke)\
**Replies:** 7\
**Last updated:** [July 25, 2026, 1:50am UTC](https://discourse.julialang.org/t/the-compilation-time-of-max-with-dot-distribution-is-kinda-insane-workarounds/138440 "2026-07-25T01:50:51Z")

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I have a function that returns a tuple of two ints, and I want to find the largest int that shows up in each index. we’ve got this function in base called max which will do this for you, but the compilation time is kinda…

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## [Proposal: LLMs and Generative AI](https://discourse.julialang.org/t/proposal-llms-and-generative-ai/138463)

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**Author:** [@mantzaris](https://discourse.julialang.org/u/mantzaris)\
**Replies:** 0\
**Last updated:** [July 24, 2026, 9:26pm UTC](https://discourse.julialang.org/t/proposal-llms-and-generative-ai/138463 "2026-07-24T21:26:31Z")

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Julia for LLMs and Generative AI I wanted to see what the community thinks about creating a dedicated LLMs and Generative AI section under the Domains category. Working on: Training foundation models Fine tuning and a…

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## [\[ANN\] Bonito@v5](https://discourse.julialang.org/t/ann-bonito-v5/138058)

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**Author:** [@sdanisch](https://discourse.julialang.org/u/sdanisch)\
**Replies:** 14\
**Last updated:** [July 24, 2026, 8:32pm UTC](https://discourse.julialang.org/t/ann-bonito-v5/138058 "2026-07-24T20:32:39Z")

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Bonito 5.0 is out, a big release focusing on stability and performance. Most of the work went into networking, session handling and serialization. Talking to the browser is now noticeably faster and more stable. …

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## [What's the status of image convolutions on CPU & GPU?](https://discourse.julialang.org/t/whats-the-status-of-image-convolutions-on-cpu-gpu/6093)

<div class="topic-metadata">

**Author:** [@dfdx](https://discourse.julialang.org/u/dfdx)\
**Replies:** 44\
**Last updated:** [July 24, 2026, 8:17pm UTC](https://discourse.julialang.org/t/whats-the-status-of-image-convolutions-on-cpu-gpu/6093 "2026-07-24T20:17:02Z")

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Most deep learning libraries rely on the same set of primitive functions such as matrix multiplication, element-wise operations, activation functions etc., and convolutions. Also, most of the code should run either on GP…

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## [Creating a new distibution with Distributions.jl](https://discourse.julialang.org/t/creating-a-new-distibution-with-distributions-jl/138436)

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**Author:** [@dgagnon](https://discourse.julialang.org/u/dgagnon)\
**Replies:** 5\
**Last updated:** [July 24, 2026, 8:01pm UTC](https://discourse.julialang.org/t/creating-a-new-distibution-with-distributions-jl/138436 "2026-07-24T20:01:05Z")

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Hello I am trying to create a new discrete distribution using the package Distributions.jl but I am getting error. I have tried with import instead of using but I always get the same message. using Distributions julia\> …

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## [\[ANN\] ArraySynthesis.jl: Antenna array pattern synthesis via convex optimization](https://discourse.julialang.org/t/ann-arraysynthesis-jl-antenna-array-pattern-synthesis-via-convex-optimization/138459)

<div class="topic-metadata">

**Author:** [@Uve](https://discourse.julialang.org/u/Uve)\
**Replies:** 0\
**Last updated:** [July 24, 2026, 6:06pm UTC](https://discourse.julialang.org/t/ann-arraysynthesis-jl-antenna-array-pattern-synthesis-via-convex-optimization/138459 "2026-07-24T18:06:44Z")

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Hi everyone! I’d like to announce ArraySynthesis.jl, a Julia package for antenna array pattern synthesis. ArraySynthesis.jl provides a high-level, domain-specific interface for formulating array factor synthesis prob…

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## [Yet another question about Julia's high RAM usage](https://discourse.julialang.org/t/yet-another-question-about-julias-high-ram-usage/130693)

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**Author:** [@Benny](https://discourse.julialang.org/u/Benny)\
**Replies:** 26\
**Last updated:** [July 24, 2026, 5:44pm UTC](https://discourse.julialang.org/t/yet-another-question-about-julias-high-ram-usage/130693 "2026-07-24T17:44:29Z")

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Summary of my current understanding: Julia has a relatively high memory footprint for an interactive language for various reasons: 1) an OpenBLAS implementation that preallocates buffers to accelerate matrix multiplicati…

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## [Type agnostic serialisation and deserialisation](https://discourse.julialang.org/t/type-agnostic-serialisation-and-deserialisation/138445)

<div class="topic-metadata">

**Author:** [@dcelisgarza](https://discourse.julialang.org/u/dcelisgarza)\
**Replies:** 3\
**Last updated:** [July 24, 2026, 12:28pm UTC](https://discourse.julialang.org/t/type-agnostic-serialisation-and-deserialisation/138445 "2026-07-24T12:28:11Z")

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I have searched for a way to serialise and deserialise julia structs that is not JLD2.jl based, and where users don’t have to know the original struct to pass it as an argument to StructUtils.jl. I haven’t found a packag…

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