GitHub再遇宕机？Actions批量失败、Token鉴权报Forbidden，开发者实时反馈中，用CI/CD的赶紧留意。
We are seeing a lot of actions failing because their GitHub Tokens are being denied and failing either Forbidden errors Comments URL: https://news.yco…
把软件交付全流程塞进GitHub，Agent应用让自动化一步到位
See how four GitHub Agent Apps can help you scope, secure, roll out, and ship a feature across the SDLC–all without leaving GitHub. The post How to br…
用 Modal Sandbox 跑 GitHub Actions，秒级弹性免维护，省钱又省心
Article URL: https://github.com/modal-projects/runner-modal Comments URL: https://news.ycombinator.com/item?id=49274273 Points: 1 # Comments: 1
告别长期云密钥，用OIDC给 CI/CD 换临时凭证，安全性和可运维性同时拉满。
Every GitHub Actions workflow that deploys to AWS or Azure needs cloud credentials. The traditional answer — generate an IAM access key or Azure clien…
别再盲目信任v4标签！用真实踩坑经验讲透GitHub Actions按SHA锁定的正确姿势，供应链安全实操干货
When you write uses: actions/checkout@v4 in a GitHub Actions workflow, you are not pinning anything. You are trusting a promise. A tag is a movable po…
从报漏洞到自动修漏洞，AI 安全助手正在接管代码修复流水线，开发者的“忽略 Dependabot”日子要到头了。
For twenty years we built better smoke detectors. Now we are finally building firefighters. We have gotten incredibly good at finding problems. Your I…
从零理解AWS CodePipeline，掌握云端CI/CD核心流程，适合DevOps入门者快速上手。
Introduction In the previous article, we learned about AWS CodeCommit, AWS's managed Git repository service. Although CodeCommit can store source code…
Bun用Rust重写日均烧掉15000美元，CI/CD集群不停轰鸣，开源维护的代价令人咋舌。
Article URL: https://lockwood.dev/ai/2026/07/27/how-is-the-bun-rewrite-in-rust-going.html Comments URL: https://news.ycombinator.com/item?id=49067854 …
教你用GitHub Actions实现基于分支的CI/CD，质量门控+多环境自动部署，告别手动链式操作。
A complete, reusable pattern for wiring a code-quality gate (SonarQube) to Docker build, image scanning, and SSH-based deployment across development, …
从零手写首个GitHub Actions流水线，每个代码块真实可运行，告别黑盒。
From theory to a green checkmark You know what a pipeline does, now let's build one. By the end of this article you'll have a working CI pipeline that…
一位开发者真实记录用AI代理替换整个DevOps流水线的30天实验，初显40%构建提速与数据库索引陷阱，值得借鉴。
Thirty days ago, I made a bet with my team: replace our entire DevOps pipeline with AI agents and see what happens. No manual deployments. No human mo…
Rust项目GHA编译慢？这个增量缓存工具复用分支缓存，大幅加速CI构建。
Hi HN, I'm Kyle, the creator of Clipper, a container registry with 7x faster builds via lazy pulls and cache mount exports. In the process of implemen…
GitHub宣布Copilot CLI在Actions中已无需PAT，教你安全移除令牌且不影响回滚配置。
GitHub announced on July 2, 2026 that Copilot CLI no longer needs a personal access token when it runs in GitHub Actions. Primary source: GitHub Chang…
用 uvx 在 GitHub Actions 里运行 Python 工具，通过 UV_EXCLUDE_NEWER 巧用缓存避免重复下载，提升 CI 速度。
TIL: Using uvx in GitHub Actions in a cache-friendly way I finally found a cache-friendly recipe for using uvx tool-name in GitHub Actions workflows t…
用Run Tokens替代"latest email"，告别CI中邮件测试的随机失败，让自动化更可靠
I keep seeing the same failure pattern in email automation: the test passes locally, gets weird in CI, and then somebody adds a sleep plus one more re…
版本更新揭示弹性只是起点，Tombstone v1.3-v1.4聚焦更底层的分层韧性设计，从CI失败中窥见系统复杂性的真实挑战。
I removed four || true statements from a GitHub Actions workflow on July 9th and watched CI go red in four different ways within the same run. Not one…
大语言模型赋能CI/CD工作流智能，为网络系统工程提供可量化的安全与自动化新范式
arXiv:2607.04579v1 Announce Type: cross Abstract: CI/CD workflows have become executable operational policy: they decide what gets built, tested, rele…
一文看懂主流测试管理工具，从学习曲线到定价，附真实CI/CD配置示例，选型不踩坑。
Introduction In today's fast-paced software development landscape, choosing the right testing and CI/CD management tool is crucial for team productivi…
在失败的GitHub Actions快照中启动本地shell，轻松调试CI/CD故障。
Article URL: https://github.com/dr-alberto/rewindr Comments URL: https://news.ycombinator.com/item?id=48751167 Points: 3 # Comments: 0
受不了GitHub Actions分钟限制？作者在客厅自建CI服务器，省成本还自由
This was the second month in a row I hit the GitHub Actions minutes limit. And I'd already switched to Pro to get more - 3,000 minutes a month for pri…