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Requisites change while you iterate: Lessons I learned from building a concurrent DevOps tool for automatically triggering GitHub workflows

I learned a lot of things by building a project from scratch: a backend DevOps tool that facilitates managing the fast update cycle in git dependencies. Overall, the system works by running two concurrent tasks: one to check dependencies, and the other to trigger workflows. When a dependency is updated, a workflow of the dependent GitHub repository is triggered. Initially, to pass data between tasks, I used an MPSC channel, but subsequently I transitioned to a database-backed queue because the channel was not resilient enough to crashes and network errors. In the article you can find more examples of unexpected quirks that I needed to iron out after the first iteration. submitted by /u/nilirad [link] [留言]

2026-07-15 原文 →
开发者

Can a PWA replace a native app?

I am an amateur developer (TS/Vue on the front) and build apps that are expected to run on both a desktop and a mobile. I may use some features specific to mobiles (a vibration for instance). Are there still limitations in PWAs in 2026 that make it so that everything a native app can do is not portable there? Note: this is specifically a technical question about the capacities of one technology vs another one. Please do not dive into "[PWA|Native] is better", except if there are technical reasons such as the above Note: Apologies if this is too basic of a question for r/programming , I can move it elsewhere if needed! submitted by /u/sendcodenotnudes [link] [留言]

2026-07-15 原文 →
开源项目

🔥 zhinianboke / xianyu-auto-reply - 闲鱼自动回复管理系统是一个基于 Python + FastAPI 开发的自动化客服系统,专为闲鱼平台设计。系统通过 We

GitHub热门项目 | 闲鱼自动回复管理系统是一个基于 Python + FastAPI 开发的自动化客服系统,专为闲鱼平台设计。系统通过 WebSocket 连接闲鱼服务器,实时接收和处理消息,提供智能化的自动回复服务。同时集成闲鱼自动发货,自动评价,自动擦亮等功能,实现闲鱼虚拟商品自动化流程。 | Stars: 5,759 | 42 stars today | 语言: Python

2026-07-15 原文 →