ๆƒฏๆ€ง่šๅˆ ้ซ˜ๆ•ˆ่ฟฝ่ธชๅ’Œ้˜…่ฏปไฝ ๆ„Ÿๅ…ด่ถฃ็š„ๅšๅฎขใ€ๆ–ฐ้—ปใ€็ง‘ๆŠ€่ต„่ฎฏ
้˜…่ฏปๅŽŸๆ–‡ ๅœจๆƒฏๆ€ง่šๅˆไธญๆ‰“ๅผ€

ๆŽจ่่ฎข้˜…ๆบ

B
Blog
C
Cybersecurity and Infrastructure Security Agency CISA
Microsoft Security Blog
Microsoft Security Blog
B
Blog RSS Feed
ไบ‘้ฃŽ็š„ BLOG
ไบ‘้ฃŽ็š„ BLOG
G
Google Developers Blog
Recent Announcements
Recent Announcements
A
About on SuperTechFans
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Google Online Security Blog
Google Online Security Blog
Google DeepMind News
Google DeepMind News
S
Schneier on Security
S
Secure Thoughts
T
The Exploit Database - CXSecurity.com
Martin Fowler
Martin Fowler
P
Proofpoint News Feed
Security Latest
Security Latest
Jina AI
Jina AI
D
Darknet โ€“ Hacking Tools, Hacker News & Cyber Security
Recorded Future
Recorded Future
T
Tor Project blog
ๆœ‰่ตžๆŠ€ๆœฏๅ›ข้˜Ÿ
ๆœ‰่ตžๆŠ€ๆœฏๅ›ข้˜Ÿ
H
Hackread โ€“ Cybersecurity News, Data Breaches, AI and More
N
News | PayPal Newsroom
ๅš
ๅšๅฎขๅ›ญ - ไธ‰็”Ÿ็ŸณไธŠ(FineUIๆŽงไปถ)
MyScale Blog
MyScale Blog
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Last Week in AI
Last Week in AI
F
Full Disclosure
Hacker News: Ask HN
Hacker News: Ask HN
Forbes - Security
Forbes - Security
D
DataBreaches.Net
ไบบไบบ้ƒฝๆ˜ฏไบงๅ“็ป็†
ไบบไบบ้ƒฝๆ˜ฏไบงๅ“็ป็†
NISL@THU
NISL@THU
C
Cisco Blogs
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Google DeepMind News
Google DeepMind News
Project Zero
Project Zero
ITไน‹ๅฎถ
ITไน‹ๅฎถ
T
Threatpost
Cyberwarzone
Cyberwarzone
O
OpenAI News
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
J
Java Code Geeks
P
Proofpoint News Feed
The Last Watchdog
The Last Watchdog
ๆœˆๅ…‰ๅšๅฎข
ๆœˆๅ…‰ๅšๅฎข
Latest news
Latest news
MongoDB | Blog
MongoDB | Blog
Apple Machine Learning Research
Apple Machine Learning Research

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Donโ€™t Fail โ€” They Drift Spilling beans for how i learn for exam๐Ÿ˜"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" โ€” What Actually Happened Comfy Cloudโ€™s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions โ€” here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components โ€” Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cรณmo construรญ un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 ๐Ÿš€ I Built an Ethical Hacking Scanner Tool โ€“ Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points โ€” Here's What I Found About How Markets Really Move EcoTrack AI โ€” Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead โ€” I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve โ€” no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like Youโ€™re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace โ€” how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025โ€“62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D โ€” A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent โ€” It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly โ€” 2026/04/10โ€“04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI ้€ฑๅ ฑ โ€” 2026/04/10โ€“2026/04/17 ๆจกๅž‹ๅฐ้Ž–ๆฝฎไพ†ไบ†๏ผŒไฝ†ๅทฅๅ…ท้ˆๆ‰ๆ˜ฏ็œŸๆˆฐๅ ด Maybe this is how Open-Source apps are born... ๐Ÿš€ Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge โ€” $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase โ€” Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train โ€” Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extraรงรฃo de Vรญdeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life โ€” Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 โ€” Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows โ€” Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTrackingๅฎ‰่ฃ…ๅ’ŒiPhone้ขๆ•้…็ฝฎๆ•™็จ‹๏ผŒๆœ‰bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ผ๐—ณ ๐˜€๐—ผ๐˜€ ๐—ฟ๐—ฒ๐—ฝ๐—ผ๐—ฟ๐˜ ๐—ถ๐—ป ๐—œ๐—ป๐—ฐ๐—ถ๐—ฑ๐—ฒ๐—ป๐˜ ๐— ๐—ฎ๐—ป๐—ฎ๐—ด๐—ฒ๐—บ๐—ฒ๐—ป๐˜ ๐—ฃ๐—ถ๐—ฝ๐—ฒ๐—น๐—ถ๐—ป๐—ฒ๐˜€.
Jorge Luis R ยท 2026-05-20 ยท via DEV Community
Cover image for ๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ผ๐—ณ ๐˜€๐—ผ๐˜€ ๐—ฟ๐—ฒ๐—ฝ๐—ผ๐—ฟ๐˜ ๐—ถ๐—ป ๐—œ๐—ป๐—ฐ๐—ถ๐—ฑ๐—ฒ๐—ป๐˜ ๐— ๐—ฎ๐—ป๐—ฎ๐—ด๐—ฒ๐—บ๐—ฒ๐—ป๐˜ ๐—ฃ๐—ถ๐—ฝ๐—ฒ๐—น๐—ถ๐—ป๐—ฒ๐˜€.

Jorge Luis Rueda Beirana

๐—œ๐—ป๐˜๐—ฒ๐—ด๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ผ๐—ณ ๐˜€๐—ผ๐˜€ ๐—ฟ๐—ฒ๐—ฝ๐—ผ๐—ฟ๐˜ ๐—ถ๐—ป ๐—œ๐—ป๐—ฐ๐—ถ๐—ฑ๐—ฒ๐—ป๐˜ ๐— ๐—ฎ๐—ป๐—ฎ๐—ด๐—ฒ๐—บ๐—ฒ๐—ป๐˜ ๐—ฃ๐—ถ๐—ฝ๐—ฒ๐—น๐—ถ๐—ป๐—ฒ๐˜€.

Monitoring and observability toolsโ€Šโ€”โ€ŠGrafana, Prometheus, traces, logsโ€Šโ€”โ€Štell you that something is wrong and where. They do not tell you what the host operating system was doing at that moment: which processes were consuming memory, what the kernel OOM killer decided, whether a filesystem was having an I/O contention problem, what the block device queue looked like, what firewall rules were in effect. That data lives on the node, is often ephemeral, and disappears or changes as the system recovers.

The purpose of integrating the widely available open-source ๐˜€๐—ผ๐˜€ ๐—ฟ๐—ฒ๐—ฝ๐—ผ๐—ฟ๐˜ Linux command into the pipeline is to ๐—ฐ๐—ฎ๐—ฝ๐˜๐˜‚๐—ฟ๐—ฒ ๐˜๐—ต๐—ฎ๐˜ ๐—ข๐—ฆ-๐—น๐—ฒ๐˜ƒ๐—ฒ๐—น ๐˜€๐—ป๐—ฎ๐—ฝ๐˜€๐—ต๐—ผ๐˜ ๐—ฎ๐˜‚๐˜๐—ผ๐—บ๐—ฎ๐˜๐—ถ๐—ฐ๐—ฎ๐—น๐—น๐˜†, ๐—ฎ๐˜ ๐˜๐—ต๐—ฒ ๐—บ๐—ผ๐—บ๐—ฒ๐—ป๐˜ ๐—ผ๐—ณ ๐˜๐—ต๐—ฒ ๐—ฎ๐—น๐—ฒ๐—ฟ๐˜, ๐—ฏ๐—ฒ๐—ณ๐—ผ๐—ฟ๐—ฒ ๐˜๐—ต๐—ฒ ๐—ฒ๐˜ƒ๐—ถ๐—ฑ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—ฑ๐—ฒ๐—ด๐—ฟ๐—ฎ๐—ฑ๐—ฒ๐˜€ without requiring a human to log into the node and collect it manually.

More specifically it achieves four things:

๐—ฆ๐—ฝ๐—ฒ๐—ฒ๐—ฑ ๐—ผ๐—ณ ๐—ฑ๐—ถ๐—ฎ๐—ด๐—ป๐—ผ๐˜€๐—ถ๐˜€. The data is already collected and analysed by the time the SRE opens the alert. They review findings instead of gathering evidence.

๐—˜๐˜ƒ๐—ถ๐—ฑ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—ฝ๐—ฟ๐—ฒ๐˜€๐—ฒ๐—ฟ๐˜ƒ๐—ฎ๐˜๐—ถ๐—ผ๐—ป. Memory state, kernel ring buffer entries, and process tables are ephemeral. Automated collection catches them before the system recovers and overwrites them.

๐—ฅ๐—ฒ๐—ฑ๐˜‚๐—ฐ๐—ฒ๐—ฑ ๐˜๐—ผ๐—ถ๐—น. Manual OS diagnostics during an incident are slow, error-prone, and inconsistent between engineers. Presets make the collection reproducible and automatic.

๐—–๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜๐—ฒ๐—ป๐—ฒ๐˜€๐˜€. Every incident of the same type produces the same shape of data, making cross-incident comparison and pattern recognitionโ€Šโ€”โ€Šincluding by an AI analysis tool meaningful and reliable.

In short: monitoring tells you the what, tracing tells you the where, and sos report presets tell you the why automatically, consistently, and fast enough to be useful during the incident rather than after it.

The best part is that you do not need to install anything.

If you like to know how can this be done, this article contains detailed instructions on how can this be achieved for a concrete production environment involving Kubernetes, Grafana and Ansible

visit sos-vault for a complete reference on how to use sos report command effectivley