1
Ask GitHub SRE: How serious is the situation there?
GitHub SRE亲自回应系统现状，技术圈都在追问：到底有多严重？真实一线声音别错过
Comments URL: https://news.ycombinator.com/item?id=49201459 Points: 14 # Comments: 0
2
From DevOps to SRE: Making the Transition
从DevOps转向SRE六年，真实分享思维本质差异：从“如何更快交付”到“如何稳定地更快交付”。
I moved from a DevOps title to an SRE title about 6 years ago. On paper, they look similar. In practice, the mindset is different. Here's what actuall…
3
Skyportal SRE – an open-source AI infrastructure engineer
开源AI基础设施工程师Skyportal SRE，用AI自动化集群运维与故障排查。
Article URL: https://github.com/SkyportalAi/skyportalai Comments URL: https://news.ycombinator.com/item?id=48940335 Points: 4 # Comments: 1
4
What if the safest Kubernetes fix is no fix at all?
K8sGPT项目揭示：有些K8s故障，不修复才是最佳策略
AI-assisted DevOps and SRE tools are becoming more common. Tools like K8sGPT can scan Kubernetes clusters, detect issues, and explain what might be go…
5
VisReason: A Large-Scale Dataset for Visual Chain-of-Thought Reasoning
VisReason数据集带来视觉推理新突破，大规模多步骤链式思维数据推动多模态AI发展。
arXiv:2511.17731v2 Announce Type: replace-cross Abstract: Chain-of-Thought (CoT) prompting has proven remarkably effective for eliciting complex reaso…
6
The Golden Signals: A Practical Implementation Guide
从50+服务实操经验提炼的黄金信号监控指南，教你正确设置告警阈值，避开常见误区。
Four Metrics to Rule Them All Google's SRE book introduced the four golden signals: Latency, Traffic, Errors, and Saturation. Simple concept, but I've…
7
Everything Was Green. Production Was Failing.
监控指标一片绿，生产却悄悄挂了？拆解双跳入口架构下的隐藏短板，看看哪些观测盲区最容易坑人。
Originally published on my Hashnode blog. This version has been adapted for the DEV community. Confidentiality Notice: To protect intellectual propert…
8
How to become an AI infrastructure engineer?
从SRE视角剖析AI推理基础设施，揭秘真实工作流与技能树，适合想转型该领域的工程师
Hi, I currently work on a GenAI platform for one of the largest local industrial companies. My daily work mostly involves building inference infrastru…
9
VISReg: Variance-Invariance-Sketching Regularization for JEPA training
一文解析VICReg的改进变体VISReg，用方差-不变性-草图正则化防止嵌入坍塌，提升JEPA训练效果
arXiv:2606.02572v1 Announce Type: new Abstract: Self-supervised learning methods prevent embedding collapse via modeling heuristics or explicit regula…
10
AI in SRE: Where and how Google is deploying agentic AI to improve operations
Google SRE实战揭秘：用agentic AI自动诊断故障、优化运维，效率提升秘籍！
Article URL: https://cloud.google.com/blog/products/devops-sre/how-google-sre-is-using-agentic-ai-to-improve-operations Comments URL: https://news.yco…
11
The Kubernetes Native Layer for AI: Google Open-Sources Agent eXecutor (AX)
Google开源Kubernetes原生AI代理框架AX，应对长期运行自主代理的运维挑战。
The AI ecosystem is rapidly shifting from ephemeral, single-turn chatbots to autonomous, distributed software agents that execute complex operations o…