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How GitHub Copilot enabled accessibility governance process improvements in record time
See how we turned weekly accessibility grade signals into an automated, accountable remediation workflow—powered by GitHub Copilot and cross‑functional collaboration.

The post [How GitHub Copilot enabled accessibility governance process improvements in record time](https://github.blog/ai-and-ml/github-copilot/how-we-automated-accessibility-compliance-in-five-h … ⌘ Read more

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[$] Highlights from systemd v258: part two
Systemd\
v258 was released on September 17 after more than nine months
of development. LWN has already covered some of the
features and changes being readied for v258 before it was final. Now
that the release is out, it is time to look at more of what came in
v258, including a sandbox shell, new boot options, service-level disk
quotas, and enhancements to systemd-resolved. ⌘ Read more

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I know good people who work at Microsoft (like Guido van Rossum and Pamela Fox) but I don’t trust MS a iota. Making Processing work on VS Code… I don’t know if I like it. It leads people to a tool too much under MS control. I guess VS Code is too big to fail now?
I know about VS Codium… also, I’m struggling to move my stuff out of GitHub.

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In-reply-to » is the first url metadata field unequivocally treated as the canon feed url when calculating hashes, or are they ignored if they're not at least proper urls? do you just tolerate it if they're impersonating someone else's feed, or pointing to something that isn't even a feed at all?

@zvava@twtxt.net

(#abcdefghijkl https://example.com/tw.txt#:~:text=2025-10-01T10:28:00Z), because it can be simply hacked in to clients currently on hashv1 and provides an off-ramp to location-based addressing

I like that property (an off-ramp to location-based addressing), so I think I could live with that approach. ✅

(I’m not sure why we’re using text fragments, though. Wouldn’t that link to the first occurence of 2025-10-01T10:28:00Z? That’s not necessarily correct. And, to be proper URLs that Firefox and Chromium understand, it would also need to be written as 2025%2D10%2D01T10:28:00Z. The dash carries meaning, sadly. I think all this just creates needless complication. How about we just go with https://example.com/tw.txt#2025-10-01T10:28:00Z?)

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What is “com.github.squirrel” on the Mac?
If you’re a Mac user who watches system resource use by keeping an eye on Activity Monitor, htop, top, or any other monitor of deeper system processes, you may have seen a process called “com.github.squirrel” and wondered what it is, and perhaps even wondered if it’s bad. Is it dangerous or malware? github.squirrel has a … Read MoreRead more

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Spec-driven development: Using Markdown as a programming language when building with AI
I coded my latest app entirely in Markdown and let GitHub Copilot compile it into Go. This resulted in cleaner specs, faster iteration, and no more context loss. ✨

The post [Spec-driven development: Using Markdown as a programming language when building with AI](https://github.blog/ai-and-ml/generative-ai/spec-driven-development-using-markdown-as-a-p … ⌘ Read more

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Hi everyone, here’s a little introduction of my twtxt client (still WIP).

The client I’m developing is a single tenant project that runs entirely in the browser (it might use an optional backend).

It’s entirely based on native web-components and vanilla JS, it is designed to act closer to a toolkit than a full-fledged client, allowing users to “DIY” their own interface with pure html or plain javascript functions.

Users can also build their own engines by including a global javascript object that implement the defined internal API (TBD).

I’m planning to build a system that is easy enough to build and use with any skill level, using only pure html (with a homebrew minimal template engine) or via plain JS (I’ll be also providing some pre-made templates too).

Everything can be self-hosted on any static hosting provider, this allows to spread twtxt within communities like Neocities and similarly hosted websites (basically any Indieweb/Smallweb/Digital garden website and any of the common GitHub/Lab/Berg/lify Pages).

It will be probably named something like TxtCraft or craf.txt but I’m not really sure yet… 🤔 (Maybe some suggestions could help)

I’m still in the experimental phase, so there’s no decent source-code to share yet, but it will soon enough!

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Kicking off Cybersecurity Awareness Month 2025: Researcher spotlights and enhanced incentives
For this year’s Cybersecurity Awareness Month, GitHub’s Bug Bounty team is excited to offer some additional incentives to security researchers!

The post [Kicking off Cybersecurity Awareness Month 2025: Researcher spotlights and enhanced incentives](https://github.blog/security/vulnerability-research/kicking-off-cybersecurity-aware … ⌘ Read more

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Building beyond the browser: Keeley Hammond on Electron, open source, and the future of maintainership
Learn what it really takes to sustain one of the web’s most widely used frameworks on this episode of the GitHub Podcast.

The post [Building beyond the browser: Keeley Hammond on Electron, open source, and the future of maintainership](https://github.blog/open-source/maintainers/building-beyond-the-browser-keeley-hammond-o … ⌘ Read more

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Gartner positions GitHub as a Leader in the 2025 Magic Quadrant for AI Code Assistants for the second year in a row
Our commitment is to empower every developer and stay true to our north star by building an open, secure, and AI-powered platform that defines the future of software development.

The post [Gartner positions GitHub as a Leader in the 2025 Magic Quadrant for AI Code Assistants for the second yea … ⌘ Read more

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In-reply-to » is there consensus on what characters should(n't) be allowed in nicks? i remember reading somewhere whitespace should not be allowed, but i don't see it in the spec on twtxt.dev — in fact, are there any other resources on twtxt extensions outside of twtxt.dev?

@zvava@twtxt.net @movq@www.uninformativ.de I’m not entirely sure about the spaces, but maybe they were omitted to simplify parsing of mentions in the form of @<nick url>. If the next token after the @<nick does not look like a URL, it’s not a mention but regular text. This is just wild guessing, though.

Looking at the regex and tests in the original twtxt reference implementation seems to confirm that theory in the sense as it relies on whitespace as the delimiter:

https://lyse.isobeef.org/tmp/screenshot-2025-09-17-21-30-25.png

Another thing about nicks is that the original twtxt reference implementation converts nicks to all lowercase:

https://lyse.isobeef.org/tmp/screenshot-2025-09-17-21-20-39.png

You probably know this already, the original twtxt file format specification can be found here: https://twtxt.readthedocs.io/en/latest/user/twtxtfile.html

As for extensions, I don’t know of anything outside of twtxt.dev that has actually been (partially) implemented. However, there is also the issue tracker of the official reference implementation. You might wanna dig through that. For example, there is an alternative suggestions of multiline messages: https://github.com/buckket/twtxt/issues/157

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There’s always something more urgent: I’ve been known for a long time that sooner or later I’d feel prompted to switch from #github to somewhere else (since 2018 at least!), but I’ve been postponing and only very slowly flirting with the idea… That didn’t work too bad for me: if I had rushed into it I would have probably migrated to #gitlab, before knowing about the more objectionable sides to it. In the end, 2025 was the year I finally acted upon the urge to move. I did not do a very thorough analysis of the alternative hosts - what I have been reading about them along the years felt enough, and I easily decided to choose #codeberg. Being hasty like that, alas, was a mistake: I just now found - during this slow and time-consuming process of deciding what and how to migrate - that there is a low repository limit on codeberg: “The owner has already reached the limit of 100 repositories.” I’m not complaining, mind you, and those “lucky 100” that are already there will stay - at least as a sort of backup. But this means that codeberg is not for me - and so this time I turn to you, the #mastodon community.

What github alternative, not self-hosted, should I move my >100 projects into?

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In order to publish my personal projects/pages (and most of my teaching materials, hundreds of pages) on #Codeberg, I need to convert #markdown files into #HTML and sprinkle some CSS & JS from a layout template, like #GitHub’s Pages #Jekyll does, but I dread the complexity of installing and tending to Jekyll or Hugo or other static site generators, and I can’t even imagine going near Forejo Actions or any sort of CI intergration.

Should I be brave and do the Jekyll /static generator thing? Any other ideas for poor, overworked, stressed out, clumsy people? :(

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Help needed… can the #CodebergPages of #codeberg repos become subdirs of the “main” custom domain?

htts://villares.lugaralgum.com is published from a pages repo on codeberg.org /villares/pages

Can my /villares/other_repo/ page (from a pages branch I suppose) be published at villares.lugaralgum.com/other_repo ?

(this is how GitHub Pages work by default, can it be replicated on Codeberg?)

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Updating my #Processing + #Python tools table:

https://github.com/villares/Resources-for-teaching-programming/blob/main/README.md#processing–python-tools-table

After some years, things changed and my opinions changed a bit too:

  • #py5 is going supper strong and the “new snake_case names” are not an issue for me anymore. I used to worry a lot about all the Processing Python mode examples and teaching materials out there, and some of my own, with “CamelCase Processing names” I’m not worried at all about it anymore!

  • For the record, Processing Python mode is just a legacy thing, no one should start anything with it.

  • The great pure Python Processing implementation project #p5py seems stalled, latest release in Dec. 2023 :((( Advancing it was always going to be an uphill battle…

  • The unrelated Brython based site p5py.com seems to be gone, so I removed it from the table.

  • I added a link to my own #pyp5js hack py5pjs/py5mode because this is what I’m using most nowadays.

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Updating my #Processing + #Python tools table:

https://github.com/villares/Resources-for-teaching-programming/blob/main/README.md#processing–python-tools-table

After some years, things changed and my opinions changed a bit too:

  • #py5 is going super strong and the “new snake_case names” are not an issue for me anymore. I used to worry a lot about all the Processing Python mode examples and teaching materials out there, and some of my own, with “CamelCase Processing names” I’m not worried at all about it anymore!

  • For the record, Processing Python mode is just a legacy thing, no one should start anything with it.

  • The great pure Python Processing implementation project #p5py seems stalled, latest release in Dec. 2023 :((( Advancing it was always going to be an uphill battle…

  • The unrelated Brython based site p5py.com seems to be gone, so I removed it from the table.

  • I added a link to my own #pyp5js hack py5pjs/py5mode because this is what I’m using most nowadays.

⤋ Read More

Updating my #Processing + #Python tools table:

https://github.com/villares/Resources-for-teaching-programming/blob/main/README.md#processing–python-tools-table

After some years, things changed and my opinions changed a bit too:

  • #py5 is going super strong and the “new snake_case names” are not an issue for me anymore. I used to worry a lot about all the Processing Python mode examples and teaching materials out there, and some of my own, with “CamelCase Processing names” I’m not worried at all about it anymore!

  • For the record, Processing Python mode is just a legacy thing, no one should start anything with it.

  • The great “pure Python” (no Java required) Processing implementation project #p5py seems stalled, latest release in Dec. 2023 :((( Advancing it was always going to be an uphill battle…

  • The unrelated Brython based site p5py.com seems to be gone, so I removed it from the table.

  • I added a link to my own #pyp5js hack py5pjs/py5mode because this is what I’m using most nowadays.

⤋ Read More

Updating my #Processing + #Python tools table:

https://github.com/villares/Resources-for-teaching-programming/blob/main/README.md#processing–python-tools-table

After some years, things changed and my opinions changed a bit too:

  • #py5 is going super strong and the “new snake_case names” are not an issue for me anymore. I used to worry a lot about all the Processing Python mode examples and teaching materials out there, and some of my own, with “CamelCase Processing names” I’m not worried at all about it anymore!

  • For the record, Processing Python mode is just a legacy thing, no one should start anything new with it.

  • The great “pure Python” (no Java required) Processing implementation project #p5py seems stalled, latest release in Dec. 2023 :((( Advancing it was always going to be an uphill battle…

  • The unrelated #Brython based site p5py.com seems to be gone, so I removed it from the table.

  • I added a link to my own #pyp5js hack py5pjs/py5mode because this is the version of pyp5js I’m using most nowadays.

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#GitHub is becoming unusable! Images on discussions no longer load for me most of the time, posts keep loading infinitely and it breaks the reply feature… I’m really pissed by this. Is it just me? Does it think I’m a bloody AI scraper bot or something? What the hell.

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#Pillow #PIL #Python

DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15) img1 = PIL.Image.fromarray(my_array, mode="RGB")

So I went to see the documentation:

https://hugovk-pillow.readthedocs.io/en/latest/reference/Image.html#PIL.Image.fromarray

And came out empty handed, that is, couldn’t understand what to do instead :(

And the plot thickens:
https://github.com/python-pillow/Pillow/pull/9063

(@py5coding I guess you’ll want to check this out at some point. py5_tools.animated_gif uses this)

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#Pillow #PIL #Python

DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15) img1 = PIL.Image.fromarray(my_array, mode="RGB")

So I went to see the documentation:

https://hugovk-pillow.readthedocs.io/en/latest/reference/Image.html#PIL.Image.fromarray

And came out empty handed, that is, couldn’t understand what to do instead :(

And the plot thickens (this affects many projects, there are some workarounds, but some argument about “reverting” this change allowing some “mode” on import):

https://github.com/python-pillow/Pillow/pull/9063

(@py5coding@py5coding I guess you’ll want to check this out at some point. py5_tools.animated_gif uses mode=“RGB”)

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#Pillow #PIL #Python
On Image.fromarray():

DeprecationWarning: 'mode' parameter is deprecated and will be removed in Pillow 13 (2026-10-15) img1 = PIL.Image.fromarray(my_array, mode="RGB")

So I went to see the documentation:

https://hugovk-pillow.readthedocs.io/en/latest/reference/Image.html#PIL.Image.fromarray

And came out empty handed, that is, couldn’t understand what to do instead :(

And the plot thickens (this affects many projects, there are some workarounds, but some argument about “reverting” this change allowing some “mode” on import):

https://github.com/python-pillow/Pillow/pull/9063

(@py5coding@py5coding I guess you’ll want to check this out at some point. py5_tools.animated_gif uses mode=“RGB”)

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#GitHub #GitHubPages #fail This is driving me mad…

Images randomly deciding not to load on all my pages.

Is it just me? Is it my browser’s fault? Is it just in Brazil?

I was working on this #shapely + #trimesh page… and I can only see the last image (the animated gif)!

https://abav.lugaralgum.com/material-aulas/Processing-Python-py5/shapely-e-trimesh.html

Update: On this exact page I have bungled the image URLs (I blame Marktext for being stupid and not using a relative reference). But I swear loading problems have been going on other well formed pages.

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This is your friendly reminder that you could be making #PaperObjects with #Python and #py5, you know?

https://github.com/villares/Paper-objects-with-Processing-and-Python/

(Mind you that GitHub images are mostly failing to load here today for some unknown reason)

If you like this, support my work:
https://www.paypal.com/donate/?hosted_button_id=5B4MZ78C9J724
https://liberapay.com/Villares
https://wise.com/pay/me/alexandrev562
#Processing #CreativeCoding

Video

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gomdn: Yet another Static Site Generator
Yet another Static Site Generator (SSG), but this one is mine.

It’s a stupidly simple Go program ( wc says 229 lines), more like a
hack, really, but I don’t need something like Hugo. Most of the real
work is done by the goldmark package, of course. This is mostly just a
wrapper, deciding if something needs to be rebuilt.

I’ve been using a Perl script together with cmark (originally
Markdown.pl) since forever. And before that the old [txt2tags](htt … ⌘ Read more

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Since Wayland compositors handle input devices on a lower level than X11 window managers, every compositor has to figure out on their own what a “mouse wheel click” is:

(I think “Wayland compositor” is a misnomer. They are full-blown display servers that also do compositing, plus Wayland window management, plus X11 window management.)

One can only hope that all this eventually gets moved into the wlroots library. (I’m not sure if that’s possible, nor if people would want that.)

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I have this very simple #Python script that uses #imageio to convert all PNG files on a folder into a #GIFAnimation, and this is a #FreeSimpleGUI version of it (I usually run a command line version).

As I usually run #gifsicle on the command line after creating a GIF, I decided to update it to add #pygifsicle to do it for me and save a step.

https://github.com/villares/sketch-a-day/blob/main/admin_scripts/make-gif.py

Image

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TKey: The Next Generation
Not speaking for my employer, just as an interested developer in an
interesting open source project.

As you might have noticed, the platform repo of the Tillitis TKey has
some alpha tags for the next generation, Castor:

https://github.com/tillitis/tillitis-key1/tags

An alpha tag means that all planned features for the platform are in
place, but there’s not yet a complete audit and a lot of testing … ⌘ Read more

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Pessoas da comunidade brasileira de #ProgramaçãoCriativa por muitos anos fizeram encontros sob o nome promovido pela Fundação Processing, os chamados #ProcessingCommunityDay, fizemos encontros em várias cidades e então depois de 2020, com a pandemia do COVID-19, fizemos três eventos nacionais muito inspiradores em 2021, 2022 e 2023 (vide https://compoetica.github.io/links/)

Ano passado não conseguimos fazer e este ano pretendemos retomar, só que usando outro nome: #Compoética. Vamos aos poucos divulgar mais sobre o encontro brasileiro de programação criativa em https://compoetica.github.io/CP2025/

Meus agradecimentos profundos ao @guilhermesv@guilhermesv que dedica generosamente um enorme esforço para organizar esses eventos da comunidade e cria o design e peças de comunicação sempre emocionantes de lindos.

Video

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In-reply-to » So I was using this function in Rust:

@lyse@lyse.isobeef.org Rust is so different and, at the same time, so complex – it’s not far fetched to assume that I simply don’t understand what’s going on here. The docs appear to be clear, but alas … is it a bugs in the docs? Is it a lack of experience on my part? Who knows.

By the way, looks like there was a bit of a discussion regarding that name:

https://github.com/rust-lang/rust/issues/120048

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golang 每日一庫之 Zinx
Zinx 是一個用 Go 語言編寫的輕量級、併發 TCP 服務器框架,旨在幫助初學者深入理解 TCP 服務端開發的核心架構,同時具有生產級特性的模塊化設計 。倉庫地址https://github.com/aceld/zinx設計理念學習導向 :源碼精簡,框架和教程同步開發,分版本迭代,一步步構建功能,降低學習門檻 。 生產適用 :模塊化、擴展性強,已被用於遊戲服務 ⌘ Read more

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golang 每日一庫之 Zinx
Zinx 是一個用 Go 語言編寫的輕量級、併發 TCP 服務器框架,旨在幫助初學者深入理解 TCP 服務端開發的核心架構,同時具有生產級特性的模塊化設計 。倉庫地址https://github.com/aceld/zinx設計理念學習導向 :源碼精簡,框架和教程同步開發,分版本迭代,一步步構建功能,降低學習門檻 。 生產適用 :模塊化、擴展性強,已被用於遊戲服務 ⌘ Read more

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[$] Zero-copy for FUSE
In a combined storage and filesystem session at the 2025 Linux Storage,
Filesystem, Memory Management, and BPF Summit (LSFMM+BPF), Keith Busch led
a discussion about zero-copy operations for the Filesystem\
in Userspace (FUSE) subsystem. The session was proposed
by his colleague, David Wei, who could not make it to the summit, so Busch
filled in, though he noted that “I do … ⌘ Read more

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Security updates for Wednesday
Security updates have been issued by AlmaLinux (git, krb5, perl-CPAN, and rsync), Debian (tcpdf), Fedora (libmodsecurity, lua-http, microcode_ctl, and nextcloud), Red Hat (osbuild-composer), SUSE (389-ds, avahi, ca-certificates-mozilla, docker, expat, freetype2, glib2, gnuplot, gnutls, golang-github-teddysun-v2ray-plugin, golang-github-v2fly-v2ray-core, govulncheck-vulndb, helm, iperf, kernel, kernel-livepatch-MICRO-6-0_Update_2, kernel-livepatch-MICRO-6-0_Update_4, krb5, libarc … ⌘ Read more

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DNS rebinding attacks explained: The lookup is coming from inside the house!
DNS rebinding attack without CORS against local network web applications. Explore the topic further and see how it can be used to exploit vulnerabilities in the real-world.

The post [DNS rebinding attacks explained: The lookup is coming from inside the house!](https://github.blog/security/application-security/dns-rebinding-attacks-explained-the-lookup-is-coming-from- … ⌘ Read more

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Go 語言 fsm 源碼解讀,這一次讓你徹底學會有限狀態機
我在文章《在 Go 中如何使用有限狀態機優雅解決程序中狀態轉換問題》中講解了有限狀態機的概念,並介紹了 Go 中有限狀態機 fsm 包的使用。本篇文章,我將更進一步,直接通過解讀源碼的方式,讓你深刻理解 fsm 是如何實現的,這一次你將徹底掌握有限狀態機。源碼解讀廢話不多說,我們直接上代碼。結構體首先 fsm 包定義了一個結構體 FSM 用來表示狀態機。 https://github.com/lRead more

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Go 語言 fsm 源碼解讀,這一次讓你徹底學會有限狀態機
我在文章《在 Go 中如何使用有限狀態機優雅解決程序中狀態轉換問題》中講解了有限狀態機的概念,並介紹了 Go 中有限狀態機 fsm 包的使用。本篇文章,我將更進一步,直接通過解讀源碼的方式,讓你深刻理解 fsm 是如何實現的,這一次你將徹底掌握有限狀態機。源碼解讀廢話不多說,我們直接上代碼。結構體首先 fsm 包定義了一個結構體 FSM 用來表示狀態機。 https://github.com/lRead more

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[$] Verifying the BPF verifier’s path-exploration logic
Srinivas Narayana led a remote session about extending
Agni to prove the correctness of
the BPF verifier’s handling of different execution paths as part of the Linux Storage,
Filesystem, Memory Management, and BPF Summit. The problem of ensuring the
correctness of path exploration
is much more difficult than the problem of
ensuring the co … ⌘ Read more

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在 Go 中如何使用有限狀態機優雅解決程序中狀態轉換問題
在編程中,有限狀態機(FSM)是管理複雜狀態流轉的優雅工具,其核心在於通過明確定義狀態、事件和轉換規則,將業務邏輯模塊化。本文將探討在 Go 中如何使用有限狀態機。有限狀態機在介紹有限狀態機之前,我們可以先來看一個示例程序: https://github.com/jianghushinian/blog-go-example/blob/main/fsm/main.gopackage mainimpRead more

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在 Go 中如何使用有限狀態機優雅解決程序中狀態轉換問題
在編程中,有限狀態機(FSM)是管理複雜狀態流轉的優雅工具,其核心在於通過明確定義狀態、事件和轉換規則,將業務邏輯模塊化。本文將探討在 Go 中如何使用有限狀態機。有限狀態機在介紹有限狀態機之前,我們可以先來看一個示例程序: https://github.com/jianghushinian/blog-go-example/blob/main/fsm/main.gopackage mainimpRead more

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