Building a Social Publishing Queue That Does Not Duplicate Posts
A publishing request can succeed even when your application never receives the response. If a worker treats that timeout as a failure and immediately repeats th…
Englishdev.to Security
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Discovery of Designated Resolvers needs validation before automation
Discovery of Designated Resolvers needs validation before automation DNS clients often know only the IP address of a resolver. Discovery of Designated Resolvers…
Englishdev.to Security
🌐 Linux Free Masterclass (Episode 11): Users & Groups (useradd, groupadd, and permissions setup)
🌐 Linux Free Masterclass (Episode 11): Users & Groups (useradd, groupadd, and permissions setup) How do enterprise servers handle multiple system operators secu…
Englishdev.to Linux
AJCDN 国际开户代充 阿里云/腾讯/AWS
国际开户代充 阿里、腾讯、AWS、谷歌、华为、微软，保护你的隐私！24小时售后无忧！欢迎老板咨询～ 加入交流群或者频道，立享9折优惠！【销售TG： @ajcdn030 、频道TG：@ajcdnyazi、交流群TG：@xiaoyangcloud】
Englishdev.to Linux
48-Hour Field Notes: Every Record Parsed Cleanly and the Reconciliation Was Off by a Cent
Parse success is a terrible health signal, and I keep relearning that lesson the expensive way. My extraction step reported a clean parse for every record in th…
Englishdev.to Python
How to fill a niche job board with fresh jobs from company career sites (and remove filled ones automatically)
Disclosure: this uses Career Site Jobs , a tool I built. The approach works with any source that gives you new and closed jobs. Every niche job board hits the s…
Englishdev.to Python
"When a Comment Calls Itself 'Known,' My Reviewer Didn't Buy It"
My CLAUDE.md in this repo has one line near the bottom that I don't fully control: "after your work done codex will review what you done." Whatever I ship throu…
Englishdev.to Python
Routing NDIS Medication Events as Data: Reportable-Incident Rules, Awareness Clocks and a Competency Gate on the Roster
Originally based on our article Medication management and NDIS compliance on rostery.com.au. This version is rewritten for developers and operations staff who m…
Englishdev.to Python
忘却の分子機構が明らかになった今、タンパク質を「中から見る」意味が変わる理由
忘却の分子機構が明らかになった今、タンパク質を「中から見る」意味が変わる理由 先週、Nature に掲載された「忘却の分子機構」に関する論文を読んだとき、私の手元にあった Jupyter Notebook が突然、単なるデータ解析ツールから「生物学の内部を覗き見る窓」へと変わった気がした。 それまで私は、タンパク質の立…
Englishdev.to Python
JSON to Table in Python: 10 Working Recipes
You called pd.json_normalize on an API response. One line, a DataFrame, done. Then you looked at the items column and found a whole list of dicts crammed into e…
Englishdev.to Python
Making Hindsight Answers Checkable in a Streamlit App
What the app sits on Ninaivu is an ML lab notebook agent. It trains real scikit-learn models on the Telco Customer Churn dataset from Kaggle, remembers each exp…
Englishdev.to Python
TouchDiffusion on TouchDesigner: 'Active engine: None' is a sys.path problem
TouchDiffusion kept telling me Active engine: None . The engine was fine. The model files were fine. The cause was sys.path order. The symptom chain name 'Strea…
Englishdev.to Python
Build and Deploy a “Hello World” Web App with Streamlit Community Cloud + GitHub
In this mini-guide, you’ll build a simple Python web app, upload your code to GitHub, and deploy it for free using Streamlit Community Cloud. By the end, you’ll…
Englishdev.to Python
2026 B站评论爬虫：Python 无需登录采集评论、弹幕、UP主数据（自动处理 w_rid 签名，一键导出 Excel）
关键词：B站爬虫、B站评论爬取、B站弹幕下载、UP主数据采集、w_rid 签名、WBI、Python 爬虫、哔哩哔哩数据 做舆情分析、竞品调研、找 UP主 合作，最常见的需求就是批量拿到 B站评论、弹幕和 UP主 数据 。但很多人照着网上的旧教程写爬虫，很快就会遇到这些问题： 评论接口多了 w_rid 和 wts 参数…
Englishdev.to Python
Retries Are Not Free: Five Myths, an Attempt Ledger, and a Stop Rule
A job failed at 2am. It passed on the third try. Everyone went back to sleep. Two hours later, support found three identical orders. The retry worked. The side …
Englishdev.to DevOps
Software Handover Checklist: Run What You Launch
By JC TechLabs Launch is not handover. A release can pass its tests and still leave a team unsure how to pause a job, restore a backup or escalate an incident. …
Englishdev.to DevOps
Cross-Platform Data Synchronization: Step-by-Step Planning Guide
A CI/CD pipeline improvement roadmap helps engineering teams make software delivery faster, more reliable, and more secure without adding unnecessary complexity…
Englishdev.to DevOps
Hot take: อย่าใส่ --atomic ทุก helm upgrade แบบไม่คิด เพราะ rollback เงียบๆ ก็ซ่อนหลักฐานได้
ผมเคยเจอ pipeline ที่ทุกคนในทีมภูมิใจมาก ทุก helm upgrade มี --atomic ติดไว้หมด เหตุผลคือ "deploy พังแล้วมันย้อนให้เอง ไม่ต้องตื่นมาแก้" ฟังดูดีใช่ไหม ผมก็เห็นด…
Englishdev.to DevOps
AI API Streaming Not Working? Debug SSE and Nginx Buffering
You enable streaming in an AI API request. The server returns 200. Then nothing appears for several seconds, and the entire answer lands at once. Before changin…
Englishdev.to DevOps
EZ PM2 GUI: a web dashboard for managing PM2 and investigating logs
I build and maintain EZ PM2 GUI , an open-source web interface for the PM2 process manager. It brings process controls, metrics and logs together in a browser, …
Englishdev.to DevOps