同一次导链改动，macOS job 上次 15 分钟拿不到 runner、这次 8 秒就拿到了
先说结论：同一次只改 README 导链的推送，前两次 macOS job 各花 15 分钟都没拿到 runner，这次 8 秒就拿到了、整轮 5 分 15 秒全绿。改动没变，结论变了——这就是 runner 侧的间歇问题，不是脚本问题。 新样本（第 31 篇导链推送触发，run 41893939875）： insta…
Englishdev.to OpenSource
最新资讯
言栖资讯收录 110632 篇 AI、开发与建站文章（English），按发布时间排序，支持搜索与按语言筛选。
Agentic RAG over Alfresco without another vector database
Documents used by a RAG application often already live in Alfresco. The usual RAG architecture nevertheless starts by building another repository next to it. It…
Englishdev.to OpenSource
The model proposes, the code decides: automatic diagnosis of dbt failures with draft pull requests
By Ricardo Ribeiro · Open source (Apache-2.0): github.com/ricardoribs/pipeline-guard It is 3 a.m. and a dbt build fails. Someone wakes up, opens the log, reads …
Englishdev.to OpenSource
I already had a VPS, so why was I paying a platform to deploy my apps?
I already had my own VPS. It sat there with plenty of RAM, mostly idle. And I was still paying a platform to deploy my apps onto someone else's servers. That fe…
Englishdev.to OpenSource
Guaranteed Deadlines for Safety-Critical RTOS: Scheduling, WCET, and Validation
[Defining Deadlines, Acceptance Criteria, and What Guarantees Mean] [Bounded Scheduling: When RMS Wins and Where EDF Pushes the Limit] [Bounding WCET: Static, M…
Englishdev.to Programming
Authentication vs. Authorization: The Difference Everyone Confuses
Authentication vs. Authorization: The Difference Everyone Confuses In day‑to‑day information security practice, authentication and authorization are often treat…
Englishdev.to Programming
Your AI agent wrote the tests too
An agent builds a feature, writes the tests, and tells you they all passed. The thing I want to know is whether those tests checked what we actually asked it to…
Englishdev.to Programming
Why Top AI Companies Are Replacing Prompt Engineers with Forward Deployed AI Engineers (FDEs)
Original canonical engineering dissertation published at Botmartz Insights: Rise of the Forward Deployed AI Engineer . Why Top AI Companies Are Replacing Prompt…
Englishdev.to Programming
Symmetric vs. Asymmetric Encryption: A Practical Guide Without Math
Symmetric vs. Asymmetric Encryption: A Practical Guide Without Math In the digital age, protecting information is a daily necessity: from the WhatsApp message y…
Englishdev.to Programming
La Quest 2 s'éteint : concevoir un visualiseur PDB VR indépendant du matériel
La Quest 2 s'éteint : concevoir un visualiseur PDB VR indépendant du matériel Quand Meta a annoncé la fin du support de la Quest 2, mon premier réflexe n'a pas …
Englishdev.to Programming
Native Menus, File Dialogs and 3D Models
A desktop app gets judged in the first ten seconds. If the menu bar is wrong, Cmd+Q does nothing or the Save dialog looks like it came from a different decade, …
Englishdev.to Java
How to Handle OTP in Selenium Java with a Real SMS Number API
Disclosure: I work with HeroSMS, the virtual number provider used in the examples below. Written with AI tools; code and endpoints checked against the HeroSMS A…
Englishdev.to Java
OpenAI Is Buying the Git Host Lovable and Bolt Use. Check What Lives Only There
Book: System Design Pocket Guide: Fundamentals The series: Pocket Guides for Developers — 8 short books on agents, RAG, prompts, observability, events, database…
Englishdev.to Git
Make risograph films and posters with Claude Code and the riso-windowseat kit
Most AI-generated animation is a video model prompt. This repo takes the opposite route: sevenevesai/riso-windowseat holds procedural risograph films and prints…
Englishdev.to JavaScript
Service-worker interviews punish unconditional skipWaiting and wipe-all caches — you need a waiting + compatibility card
TL;DR: When a PWA ship leaves users with ChunkLoadError (deployed worker update + asset consistency—not SSR hydration, WS reconnect, optimistic fold, a11y, bug-…
Englishdev.to JavaScript
Five Retention Numbers in Our Own API: What /api/auth/config Publishes About Your Data
I work on OnePassApps, so this is our own product, and every number below was read from our live API and our live legal page in one session on 4 November 2026. …
Englishdev.to JavaScript
Parsing SRT subtitles in the browser: the 30-line converter that makes every WebVTT player happy
Parsing SRT subtitles in the browser: the 30-line converter that makes every WebVTT player happy Disclosure: I'm building RKMovies — an ultra-lightweight 4K med…
Englishdev.to JavaScript
I built a language where bad edits can't reach your running process
⭐ GitHub: github.com/grloper/Blaze · source on GitHub · by @grloper grloper / Blaze Experimental Rust incremental runtime and Cranelift JIT with executed local …
Englishdev.to Rust
How to Build Multi-Tenant SaaS Retrieval (Tracing PDF Citations Across 3 Stages)
Short answer: choose a retrieval path only after defining freshness, tenant isolation, and citation tracing as a testable contract; combine a durable PDF index …
Englishdev.to Go
Always great to see TimescaleDB in the wild :)
Logtide: 1 Year After the First Commit (The Real Numbers) Polliog Polliog Polliog Follow Nov 2 Logtide: 1 Year After the First Commit (The Real Numbers) # opens…
Englishdev.to Database