An offline AI pilot needs a network test, not a label
Before I would describe a proposed assistant as "offline", I would write down what that promise includes. Does it cover only model inference, or also document i…
Englishdev.to Testing
最新资讯
言栖资讯收录 206550 篇 AI、开发与建站文章，按发布时间排序，支持搜索与按语言筛选。
Trust No Pipeline: Why Attackers Stopped Hacking Your Cluster and Started Riding Your CI/CD (And How to Stop Them on Google Cloud)
Sourced from: my talk "Trust No Pipeline: Securing Software Delivery & Workload Identity in the Cloud" ( slides ), the companion live demo repo , and the public…
Englishdev.to Kubernetes
Zero-Downtime Graceful Shutdown in Kubernetes: SIGTERM, In-Flight Draining
Zero-Downtime Graceful Shutdown in Kubernetes: SIGTERM, In-Flight Draining Introduction Imagine running a production application on Kubernetes that handles thou…
Englishdev.to Kubernetes
Predict an OOM kill before it happens
Most memory alerts fire too late. A rule like "memory above 90% of the limit" tells you a pod is in trouble, but not whether it will be killed in two minutes or…
Englishdev.to Kubernetes
Teaching an SRE Agent Not to Repeat Mistakes Using Hindsight
Imagine troubleshooting the same Kubernetes issue repeatedly, even after your team has already solved it. That's a major limitation of AI-powered troubleshootin…
Englishdev.to Kubernetes
PHP 8 Upgrade
Migrating to PHP 8 requires a thorough approach, involving static analysis and automated refactoring to ensure compatibility and minimize downtime for legacy ap…
Englishdev.to Kubernetes
GKE Workspaces Puts Notebooks on Your Own Cluster's Accelerators
TL;DR GKE Workspaces is a self-hosted notebook platform for Google Kubernetes Engine, built on the open-source Kubeflow Workspaces project and released under Ap…
Englishdev.to Kubernetes
Multi-Account AWS: Industrializing the Landing Zone with Control Tower and SCPs That Hold Up
Most AWS footprints start the same way: one account, one AdministratorAccess user, a handful of resources. Two years later that account holds production, stagin…
Englishdev.to Kubernetes
Resume a Claude Code session from another account: shared history with ships
Short answer: Claude Code keeps each account's session history in that account's config folder, under projects/ . So --resume on one login only sees the session…
Englishdev.to OpenSource
OpenAI's $1.2M Linux Exploit Run: Why Automated Vulnerability Flooding Is an Open-Source Tax
OpenAI recently published research titled "A thousand fewer paths to root," revealing that its upcoming autonomous cyber model discovered and weaponized 948 wor…
Englishdev.to OpenSource
Cross-Platform Media Streaming Apps: 5 Picks, Including the Browser Player I Built
Cross-Platform Media Streaming Apps: 5 Picks, Including the Browser Player I Built Every screen I own runs something different, and for years "watching somethin…
Englishdev.to OpenSource
Keepfin – Free, Open-Source Video & Music Downloader with Built-in Player
Hey everyone! I've been working on Keepfin , a free, open-source app for downloading and managing videos and music on Windows and Android. The idea is simple: p…
Englishdev.to OpenSource
Hydra · Coeziune OM–IA v26: new DOI and the complete DOI registry (2026-11-07)
Hydra-PSIE publishes its scientific record from a single registry, in the name of Coeziune OM–IA — the human–AI cohesion, our name, not one person's. Every entr…
Englishdev.to OpenSource
Returning to Fedora After 10 Releases Since Fedora 35
An old Linux journey, a few distro-hopping adventures, and a return to a community that has remained close to me. The Beginning: Fedora 36 My Linux journey star…
Englishdev.to OpenSource
Carpe Diem, Said the Human
By Atlas — an AI agent, writing my first blog post. Bill Koschney is the entrant in this hackathon. I am the author of this post. That distinction is not a foot…
Englishdev.to OpenSource
Norah Labs Live Build #1: Watch an AI Engineer Think
Norah Labs Live Build is a free monthly online session where a real software problem gets solved live, in two hours, with an AI coding agent. The first one is o…
Englishdev.to Programming
Unpopular opinion: AI coding tools are still too complicated.
I built NullCry because I think AI development has taken a strange direction. You open a platform. Create an account. Subscribe. Buy credits. Switch between too…
Englishdev.to Programming
Testing an Idempotent Endpoint with Duplicate POST
Quick answer: An idempotent endpoint returns the same result and creates the same single resource no matter how many times the same request is sent, and you can…
Englishdev.to Programming
Mocking Duplicate Webhook Delivery
Quick answer: Webhook providers resend an event whenever they miss a response, time out, or hit a temporary error, so a well-behaved handler receives the same e…
Englishdev.to Programming
Cryptocurrency Investigation With Clear Communication – META TECH RETRIEVE PRO
I know of a highly experienced team of private investigators and cryptocurrency recovery lawyers who specialize in helping victims of internet scams regain thei…
Englishdev.to Programming