DEVELOPER NEWS STREAM
Direct logs, engine updates, and framework notifications parsed from curated RSS feeds and announcements, updated hourly.

Maya AnderssonMore eval traces will not stabilize your kappa. Stratify the ones you have
TL;DR: Our LLM-as-judge agreement (Cohen's kappa against human labels) swung between 0.41 and 0.63...

Yash PritwaniCustomer Deletion Evidence Lane
Originally published on TechSaaS Cloud Originally published on TechSaaS Cloud ...

Yash PritwaniBilling Webhook Replay Ledger
Originally published on TechSaaS Cloud Originally published on TechSaaS Cloud ...

guardlabs_teamProduction Mastery — деплой ботов в продакшн под ключ — listicle pitfalls
Запускаете своего бота локально, а мысль о выходе в "большой мир" VPS вызывает дрожь в коленках?...

drewmullenAdopting Terraform Ephemeral Resources
In version 1.11, HashiCorp introduced Terraform Ephemeral resources and write-only attributes to...

Edwin JonathanDeployment Isn't the Hard Part. Recovery Is.
Deployment Isn't the Hard Part. Recovery Is. When I first started learning DevOps, I...

qingHow to Secure Your Linux Server in 10 Steps
How to Secure Your Linux Server in 10 Steps Introduction How to Secure Your...

Chief Mojo Risin'I deleted a working server to save a recurring fee
April 24, 2026. I logged into the Hetzner panel, clicked into the CPX31, typed the confirmation, and...

CharanTeja ChavithinaReflection – Week 2
Reflection – Week 2 Name: Chavithina Charan Teja Week 2 of the DevOps Micro Internship...

Arnav SharmaEnterprises Are Quietly Moving Their AI Back On-Premises. Here Is Why.
42% of companies are considering moving workloads off the cloud. For AI infrastructure specifically,...

OneTeam APPAI Agent Failure Modes: The 6 Ways Our Multi-Agent Team Broke in Production
The six ways AI agents fail in production that aren't infrastructure: retry loops, silent hallucination, context rot, prompt injection, and cascading multi-agent failure.

Milo AntaeusThe 6 things every vibe-coded app needs to pass before you launch it in 2026
The 6 things every vibe-coded app needs to pass before you launch it in 2026 45% of...

MihaiBuildsThe Brain runs on a schedule now
Originally published on mihaibuilds.com. Cross-posting here because dev.to is where I read a lot of...

DavidCI/CD Explained: Build Your First Automated Pipeline
By Aduragbemi David Ogundijo, DevOps Engineer at Venn Innovation If you have ever shipped code on a...

Bala ParanjCloud Computing is Missing One Component. Everyone Builds the Wrong Five.
Cloud has engines (Lambda, Kubernetes), transmission (CI/CD, IaC), and tools (APIs, admission controllers). What it's missing is the control unit — the part that senses, compares, and corrects. Every vendor builds all five components into one product. The fix is supplying only the missing one.

Acqurio TechA DevOps Roadmap for Teams Starting from Zero
A practical DevOps roadmap for teams starting from scratch - the stages from version control to CI/CD, IaC and observability, and how to adopt DevOps without overwhelm.