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Testing asynchronous workflows using OpenTelemetry and Istio
Learn how to test complex asynchronous workflows in cloud native applications using OpenTelemetry for context propagation and Istio for traffic routing. Explore cost-effective approaches to isolate test environments without duplicating infrastructure. Introduction Asynchronous architectures have become… ⌘ Read more

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LoRA Explained: Faster, More Efficient Fine-Tuning with Docker
Fine-tuning a language model doesn’t have to be daunting. In our previous post on fine-tuning models with Docker Offload and Unsloth, we walked through how to train small, local models efficiently using Docker’s familiar workflows. This time, we’re narrowing the focus. Instead of asking a model to be good at everything, we can specialize it:… ⌘ Read more

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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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Announcing ORAS v1.3.0: Elevating artifact and registry management workflows
The ORAS community is thrilled to announce the release of ORAS CLI v1.3.0, a version packed with stability improvements and pioneering capabilities. In addition to strengthening existing functionality, this release introduces three major new features designed… ⌘ Read more

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From Shell Scripts to Science Agents: How AI Agents Are Transforming Research Workflows
It’s 2 AM in a lab somewhere. A researcher has three terminals open, a half-written Jupyter notebook on one screen, an Excel sheet filled with sample IDs on another, and a half-eaten snack next to shell commands. They’re juggling scripts to run a protein folding model, parsing CSVs from the last experiment, searching for literature,… ⌘ Read more

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Docker MCP Toolkit: MCP Servers That Just Work
Today, we want to highlight Docker MCP Toolkit, a free feature in Docker Desktop that gives you access to more than 200 MCP servers. It’s the easiest and most secure way to run MCP servers locally for your AI agents and workflows. The MCP toolkit allows you to isolate MCP servers in containers, securely configure… ⌘ Read more

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been a while! i’ve been using my laptop more to kind of change my workflow, but without my browser bookmarks to remind me to check some sites, i’ve forgotten to check yarnverse! forgive me friends T_T

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golang 每日一庫之 go-workflow
go-workflow 是一個基於 Go 語言開發的超輕量級工作流引擎,設計靈感來源於 Java 的 Activiti,但進行了深度簡化和解耦,特別適用於微服務架構下的流程控制需求。特點微服務架構友好 :go-workflow 僅關注流程流轉邏輯,完全解耦用戶、組織等業務數據,便於與各類系統集成。 JSON 流程定義 :採用 JSON 數組替代傳統的 BPMN 模 ⌘ Read more

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golang 每日一庫之 go-workflow
go-workflow 是一個基於 Go 語言開發的超輕量級工作流引擎,設計靈感來源於 Java 的 Activiti,但進行了深度簡化和解耦,特別適用於微服務架構下的流程控制需求。特點微服務架構友好 :go-workflow 僅關注流程流轉邏輯,完全解耦用戶、組織等業務數據,便於與各類系統集成。 JSON 流程定義 :採用 JSON 數組替代傳統的 BPMN 模 ⌘ Read more

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6 Super Useful Continuity Features for Mac, iPhone, & iPad, You Should Be Using
Continuity is a broad set of features for Mac, iPhone, and iPad, that make using all three of the devices together as seamless and easy as possible. Many of the Continuity features also will undoubtedly improve your workflow, making using MacOS, iOS, and iPadOS even better together. We’re going to focus on six of the … [Read More](https://osxdaily.com/2025/05/19/6-super-usefu … ⌘ Read more

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When to choose GitHub-Hosted runners or self-hosted runners with GitHub Actions
Comparing GitHub-hosted vs self-hosted runners for your CI/CD workflows? This deep dive explores important factors to consider when making this critical infrastructure decision for your development team.

The post [When to choose GitHub-Hosted runners or self-hosted runners with GitHub Actions](https://github.blog/enterprise-software/ci-cd/when-to-choose-github-ho … ⌘ Read more

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Why Infrastructure as Code Needs to be Secure by Default
Infrastructure as Code (IaC) has become the standard for managing cloud infrastructure, but it introduces significant challenges, particularly around security and compliance. Issues such as misconfigurations, secret management, policy enforcement, and auditing can complicate workflows. These… ⌘ Read more

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Not just for developers: How product and security teams can use GitHub Copilot
GitHub Copilot isn’t just for developers! Discover how product managers, security professionals, scrum masters, and more use GitHub Copilot to streamline tasks, automate workflows, and boost productivity across teams.

The post [Not just for developers: How product and security teams can use GitHub Copilot](https://github.blog/ai-and-ml/github-copilot/not-just-for-dev … ⌘ Read more

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Recipe for Efficient Development: Simplify Collaboration and Security with Docker
Docker empowers development teams to streamline collaboration, embed security, and accelerate delivery by simplifying workflows and providing tools like Docker Hub, Testcontainers Cloud, and Docker Scout for building high-quality, secure applications faster. ⌘ Read more

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How AI Assistants Can Decode GitHub Repos for UI Writers
Exploring AI-assisted tools for UI writers, we demonstrate how to enhance GitHub PR review workflows to identify user-facing text changes, and offer a step-by-step guide and insights into leveraging LLMs effectively. ⌘ Read more

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Tackle These Key Software Engineering Challenges to Boost Efficiency with Docker
Explore the top most common software engineering challenges and how Docker’s tools streamline the inner loop of cloud-native workflows. ⌘ Read more

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Armbian 24.11 Update Highlights System Improvements and Hardware Expansion
Armbian 24.11 introduces significant updates designed to improve system performance, expand hardware compatibility, and enhance usability for developers and SBC enthusiasts alike. This release focuses on streamlining workflows, refining tools, and providing new pre-configured images to simplify specific use cases. Armbian: Armbian is an open-source operating system based on Linux, specifically d … ⌘ Read more

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What Are the Latest Docker Desktop Enterprise-Grade Performance Optimizations?
Discover the latest enterprise-grade performance optimizations in Docker Desktop, including Docker VMM for Apple Silicon, synchronized file sharing, and expanded support for RHEL and Windows Arm, all designed to deliver faster, more reliable development workflows. ⌘ Read more

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Inside Argo: a new documentary on the tool simplifying Kubernetes deployments through automation
GitOps provides a pathway to stable, dependable, and predictable cloud native infrastructure and workflows. Over the past few years GitOps and Argo have grown hand in hand as ArgoCD has become a reliable solution for consolidating… ⌘ Read more

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OpenAI’s ChatGPT for Mac Now Works With Xcode
The ChatGPT app for Mac is now able to integrate with coding apps like Xcode, VS Code, TextEdit, and Terminal, simplifying workflows where developers copy and paste their code from a coding app into ChatGPT.

Image

When ChatGPT is given permission to interact with an app like Xcode through a new Work with Apps feature, a selection of code can be sent directly to ChatGPT alongside a prompt. _ … ⌘ Read more

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everoddandeven releases monerod-gui v1.0.0 ‘Tenacity’
everoddandeven1 has announced2 the first stable release (v1.0.0 Tenacity 3) of Monero node manager monerod-gui 4:

RPM package now available. Donations are appreciated, including to the bounty5 for this project

Changes overview
Add WOW donations
Get battery level implementation
Optimize rpc traffic
RPM build workflow implementation
Linux fixes [..]

Consult the Github repos … ⌘ Read more

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5 Helpful Uses for Apple Intelligence on Mac, iPhone, & iPad
Apple Intelligence is here on Mac, iPhone, and iPad, and while the system requirements are strict, the Apple devices that are new and powerful enough to use the AI tools now gain some really fantastic features. We’re going to show you six helpful Apple Intelligence features and uses that you’ll find beneficial to your workflow, … [Read More](https://osxdaily.com/2024/11/04/5-helpful-uses-for-apple-intelligence-o … ⌘ Read more

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How to Update ChatGPT on Mac
The ChatGPT app for Mac is a fantastic AI tool and LLM that makes for a great addition to many Mac users workflows, whether you’re extremely tech savvy, or just a novice. One thing that some users have wondered is how to keep the ChatGPT app for Mac updated, and how to install updates to … Read MoreRead more

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The last week I’ve been playing around with https://github.com/comfyanonymous/ComfyUI , dang good tool for testing ai models and such. I really like the node based workflow.
And makes it super easy to test any AI model.
Only thing I miss now - is one of those image to video setup’s, that’s what I’m working on fixing now. So that I can generate images, and then automatically make them into short videos as well.
Fun to play around with.

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Erlang Solutions: Implementing Phoenix LiveView: From Concept to Production
When I began working with Phoenix LiveView, the project evolved from a simple backend service into a powerful, UI-driven customer service tool. A basic Phoenix app for storing user data quickly became a core part of our client’s workflow.

In this post, I’ll take you through a project that grew from its original purpose- from a service fo … ⌘ Read more

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Docker at Cloud Expo Asia: GenAI, Security, and New Innovations
At Cloud Expo Asia 2024, Docker showcased its latest innovations in AI integration, security best practices, and product updates, highlighting how containers empower GenAI workflows and enable efficient, secure software development. ⌘ Read more

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Diving into mblaze, I think I’ve nearly* reached peek email geek.

Just a bunch of shell commands I can pipe together to search, list, view and reply to email (after syncing it to a local Maildir).

EXAMPLES at https://git.vuxu.org/mblaze/tree/README

So far I’m using most of the tools directly from the command line, but I might take inspiration from https://sr.ht/~rakoo/omail/ to make my workflow a bit more efficient.

*To get any closer, I think I’d have to hand-craft my own SMTP client or something.

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GitHub Copilot now available in github.com for Copilot Individual and Copilot Business plans
With this public preview, we’re unlocking the context of your code and collaborators—and taking the next step in infusing AI into every developer’s workflow.

The post [GitHub Copilot now available in github.com for Copilot Individual and Copilot Business plans](https://github.blog/news-insights/product-news/github-copilot-now-available- … ⌘ Read more

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How to Downgrade from iOS 18 Back to iOS 17
If you have recently installed iOS 18 on iPhone, or iPadOS 18 on iPad, and you’re not thrilled with the experience, or maybe you’ve encountered something that is incompatible with your workflow, you can still downgrade from iOS 18 back to iOS 17. Specifically, currently you can downgrade an iPhone or iPad with iOS 18 … Read MoreRead more

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Enhancing the GitHub Copilot ecosystem with Copilot Extensions, now in public beta
Whether you’re an individual developer looking to streamline your workflow or an organization aiming to integrate proprietary tools, GitHub Copilot Extensions now offers a platform to make that happen and to share your creations on the GitHub Marketplace.

The post [Enhancing the GitHub Copilot ecosystem with Copilot Extensions, now in public beta](https://g … ⌘ Read more

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Streamlining your MLOps pipeline with GitHub Actions and Arm64 runners
Explore how Arm’s optimized performance and cost-efficient architecture, coupled with PyTorch, can enhance machine learning operations, from model training to deployment and learn how to leverage CI/CD for machine learning workflows, while reducing time, cost, and errors in the process.

The post [Streamlining your MLOps pipeline with GitHub Actions and Arm64 runners](https://githu … ⌘ Read more

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Docker Desktop 4.32: Beta Releases of Compose File Viewer, Terminal Shell Integration, and Volume Backups to Cloud Providers
Discover the powerful new features in Docker Desktop 4.32, including the Compose File Viewer, terminal integration, and enterprise-grade volume backups, designed to enhance developer productivity and streamline workflows. ⌘ Read more

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Docker Desktop 4.29: Docker Socket Mount Permissions in ECI, Advanced Error Management, Moby 26, and New Beta Features
Docker Desktop 4.29 introduces enhancements to secure and streamline the development process and to improve error management and workflow efficiency. With the integration of Enhanced Container Isolation (ECI) with Docker socket mount permissions, the debut of Moby 26 within Docker Desktop, and exciting features such as Docker Compose enhancements via synchronized file shares reaching Beta, we’re equipp … ⌘ Read more

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Get started with the latest updates for Dockerfile syntax (v1.7.0)
Dockerfiles are fundamental tools for developers working with Docker, serving as a blueprint for creating Docker images. Learn about new Dockerfile (v1.7.0) capabilities and how you can can leverage them in your projects to further optimize your Docker workflows. ⌘ Read more

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Workflow automation & pipeline portability with AI-driven DevEx
Member post originally published on Ozone’s blog by Amina Reshma What’s the Deal with DevEx? Crack the Code: Ever wondered about developer experience, a.k .a. DevEx? Well, it’s the whole shebang – the vibe, the tools, the rituals –… ⌘ Read more

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CNCF and LF Training unveil four new cloud native courses
We are excited to announce that together with Linux Foundation Training and Certification, we now offer four additional courses to our community.  DevOps and Workflow Management with Argo (LFS256)  Argo provides a robust framework for managing complex GitOps… ⌘ Read more

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6 Helpful Mac Keyboard Shortcut Tips
If you are a Mac user, you might be interested in some specific keyboard shortcuts tricks that can make your MacOS computing experience more efficient and maybe even be more productive too. Here are six useful Mac keyboard shortcut tips that will improve most people’s MacOS experience, usage, and workflow. 1: Use Spotlight Keystrokes to … Read MoreRead more

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Get started with v4 of GitHub Actions Artifacts
We listened to your feedback and released new versions (v4) of actions/upload-artifact and actions/download-artifact. While this version of the actions to upload and download artifacts includes up to 10x performance improvements and several new features, there are also key differences from previous versions that may require updates to your workflows.

The post [Get started with v4 of GitHub Actions Artifacts](https://github.blog/2024-02-12-g … ⌘ Read more

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A developer’s second brain: Reducing complexity through partnership with AI
As we look to empower developers with AI tools, we inadvertently integrate AI deeper into the way developers work. How do developers feel about that? And what are the most impactful ways to introduce more AI into workflows? We recently conducted 25 in-depth interviews with developers to understand exactly that.

The post [A developer’s second brain: Reducing complexity through partnership … ⌘ Read more

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Using Authenticated Logins for Docker Hub in Google Cloud
Learn four best practices that your teams can implement to maintain a secure and reliable software delivery process with Docker Hub in Google Cloud. With these guidelines, you can leverage the benefits of open source software while safeguarding your development workflow. ⌘ Read more

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Universe’s key takeaway: Innovate better with AI-powered workflows on a single, unified platform
Discover new AI-powered features and tools to help developers stay in the flow and organizations innovate at scale.

The post [Universe’s key takeaway: Innovate better with AI-powered workflows on a single, unified platform](https://github.blog/2023-11-15-universes-key-takeaway-innovate-better-with-ai-powered-workflows-on-a-single-unified-pla … ⌘ Read more

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Announcing Docker Compose Watch GA Release
Docker Compose Watch, a tool to improve the inner loop of application development, is now generally available. We built Docker Compose Watch to smooth away these workflow papercuts. We have learned from many people using our open source Docker Compose project for local development. Now we are natively addressing common workflow friction we observe, like the use case of hot reload for frontend development. ⌘ Read more

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Calling all teachers! Learn how to build new commands on the GitHub Classroom CLI
In this step-by-step tutorial, we’ll dive into how you can become the next open source contributor to the GitHub Classroom CLI, building commands that you can use to improve your workflow as an educator!

The post [Calling all teachers! Learn how to build new commands on the GitHub Classroom CLI](https://github.blog/2023-09-25-calling-all-teachers-learn-how-to-build-new-comma … ⌘ Read more

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Erlang Solutions: Effortlessly Extract Data from Websites with Crawly YML

The workflow

So in our ideal world scenario, it should work in the following way:

  1. Pull Crawly Docker image from DockerHub.
  2. Create a simple configuration file.
  3. Start it!
  4. Create a spider via the YML interface.

The detailed documentation and the example can be found on HexDocs here: [https://hexdocs.pm/crawly/spiders_in_yml.html#content](https://hexdocs.pm/crawly/spiders_in_yml.html#c … ⌘ Read more

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GitHub Enterprise Server 3.9 is now generally available
GitHub Enterprise Server 3.9 is now generally available. Organizations can now take advantage of more features that enable deeper collaboration, greater observability and faster workflows. ⌘ Read more

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Revolutionize your open source workflows: the top 3 reasons why GitHub Codespaces is a must-have for maintainers
GitHub Codespaces is reliable, accessible, and always-ready. Try it out during Maintainer Month and take your projects to new heights! ⌘ Read more

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Building a Local Application Development Environment for Kubernetes with the Gefyra Docker Extension
Gefyra is an easy-to-use Docker Desktop extension that connects with Kubernetes to improve development workflows and team collaboration. We show how to install and configure Gefyra in this article. ⌘ Read more

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Building organization-wide governance and re-use for CI/CD and automation with GitHub Actions
Many of us are aware of the benefits that a strong focus on automation can bring, particularly in our development workflow and DevOps lifecycle. But silos across businesses can lead to duplication of effort, and potential to lose out on best practices. In this post, we’ll explore how CI/CD can be shared across your entire organization alongside polici … ⌘ Read more

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Announcing the GitHub Actions extension for VS Code
Today, we’re excited to announce the release of the public beta of the official GitHub Actions VS Code extension, which provides support for authoring and editing workflows and helps you manage workflow runs without leaving your IDE. ⌘ Read more

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JMP: Cheogram Android: Stickers
One feature people ask about from time to time is stickers.  Now, “stickers” isn’t really a feature, nor is it even universally agreed what it means, but we’ve been working on some improvements to Cheogram Android (and the Cheogram service) to make some sticker workflows better, released today in 2.12.1-3.  This post will mostly talk about those changes and the technical implications; if you just want to see a demo of som … ⌘ Read more

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How to build a consistent workflow for development and operations teams
Explore how using GitHub and HashiCorp together enables enterprises to develop and ship to their customers faster and more secure with consistent workflows and actions. ⌘ Read more

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10 things you didn’t know you could do with GitHub Codespaces
Unlock the full potential of GitHub Codespaces with these 10 tips and tricks! From generating AI images to running self-guided coding workshops, discover how to optimize your software development workflow with this powerful tool. ⌘ Read more

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3 ways to meet compliance needs without slowing down agility
Learn how to enable developer productivity and collaboration while staying secure and compliant. Stay compliant without slowing down your business. From security to CI/CD, automate every step of your software workflow—so your developers can stay focused on what matters most: building. ⌘ Read more

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New npm features for secure publishing and safe consumption
Now you can create tokens with fine-grained permissions for automating your publishing and organization management workflows. And a new code explorer allows you to view content of a package directly in the npm portal. ⌘ Read more

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Improving navigation for GitHub Actions
GitHub Actions changed how developers automate workflows with GitHub. Today, we’re introducing a new navigation to manage your GitHub Actions experience, improving discoverability and accessibility as well as opening up future feature opportunities. ⌘ Read more

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Dependabot now alerts for vulnerable GitHub Actions
GitHub Actions gives teams access to powerful, native CI/CD capabilities right next to their code hosted in GitHub. Starting today, GitHub will send a Dependabot alert for vulnerable GitHub Actions, making it even easier to stay up to date and fix security vulnerabilities in your actions workflows. ⌘ Read more

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5 simple things you can do with GitHub Packages to level up your workflows
From hosting private packages in a private repository to tightening your security profile with GITHUB_TOKEN, here are five simple ways you can streamline your workflow with GitHub Packages. ⌘ Read more

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GitHub Enterprise Server 3.4 improves developer productivity and adds reusable workflows to CI/CD
The GitHub Enterprise Server 3.4 release candidate delivers enhancements to make life easier and more productive, from keyboard shortcuts to auto-generated release notes! ⌘ Read more

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Go 实战 | 基于有向无环图的并发执行流的实现
大家好,我是「Go 学堂」的渔夫子。今天跟大家聊聊基于有向无环图的工作流的实现。

原文链接: https://mp.weixin.qq.com/s/F5BbHeMP7gBZHjiUL0qeeQ

01 工作流(workflow)概述

工作流,是对工作流程中的工作按一定的规则组织在一起并按其进行执行的一种模型。比如常见的行政系统中的加班申请、请假申请;工作流要解�� … ⌘ Read more

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