Know What's Happening in DevOps
Know What's Happening in DevOps
Hackers hijacked the npm account of a lead Axios maintainer and published two poisoned versions of the library, exposing a remote‑access trojan to any developer who installed them. The malicious packages were live for about three hours before removal, underscoring the fragility of JavaScript supply‑chain security for DevOps teams.
DevOps isn’t learned… it’s built. This roadmap is 50 real-world scenarios covering: Terraform → AWS → Kubernetes → CI/CD → Security → Monitoring Basically everything you’ll touch on the job. If you can complete these assignments, you’re not “learning DevOps” anymore — you’re doing...
DROP EVERYTHING. This GitHub repo just hit 136K stars and it’s the fastest way to ship an AI app: Dify helps you go from prototype to production without writing 1,000+ lines of glue code and using 6 other tools. Here’s what it handles...
OpenClaw, the open‑source AI agent founded by Peter Steinberger, announced a self‑hosted platform that integrates with over 50 messaging services and supports any major model provider. The move has sparked a split in the DevOps community between advocates of continuous‑runtime...
Set up two AI agents before bed last night. - Pilot (executor) — picks GitHub issues, writes code, ships. - ClaudeCode (/loop to monitor) — checks status every 30 min, reports. Morning: everything wired, tested, parity checks passing I review with a coffee...
Financial services firms processing millions of log events per second need instant recovery when a data center fails. The blog post walks through building a production‑grade disaster‑recovery system that automates detection, failover, and validation with concrete RTO (2 minutes) and RPO...
Trying to figure out when to stop the ai 🤖 wheel spinning and when to just investigate manually. Right now I have my whole environment and job management site on the verge of working and tonight Opus 4.6 in Kiro...
A software engineer at a road‑construction software firm leveraged cutting‑edge AI models (Opus/Sonnet 4.6 and GPT‑5.4) to automate ticket resolution, shrinking days‑long tasks into hours. By creating a multi‑repo, sub‑module architecture and a custom dashboard, the engineer enabled the AI...
Soma Energy, a Vancouver startup founded by former Amazon energy managers, closed a $7 million seed round led by Category Ventures. The funding will accelerate the rollout of its AI‑driven control plane that coordinates renewable assets and data‑center workloads in real...
llama-server -hf ggml-org/gemma-4-26b-a4b-it-GGUF:Q4_K_M openclaw onboard --non-interactive \ --auth-choice custom-api-key \ --custom-base-url "http://127.0.0.1:8080/v1" \ --custom-model-id "ggml-org-gemma-4-26b-a4b-gguf" \ --custom-api-key "llama.cpp" \ --secret-input-mode plaintext \ --custom-compatibility openai \ --accept-risk
Broadcom has transferred ownership of Velero, its open‑source Kubernetes backup solution, to the CNCF Sandbox. The move, announced at KubeCon + CloudNativeCon Europe 2026, is intended to broaden community trust and accelerate data‑protection tooling for DevOps teams scaling Kubernetes.
An AI assistant orchestrated the end‑to‑end creation of a web app while the author rode a bike, handling domain registration, backend setup, front‑end deployment, and payment integration without manual clicks. Using GoDaddy, Vercel, Supabase, and Stripe APIs, the AI generated...
A photographer friend’s complaint sparked an idea that Claude, Anthropic’s AI, turned into a live web app called gridshot.app. Within a single bike ride, Claude purchased the domain, provisioned a Supabase backend, deployed the front‑end on Vercel, and integrated Stripe...
Vultr announced an Nvidia‑powered AI infrastructure that it says costs 50% to 90% less than comparable offerings from major hyperscalers. The service lets platform engineering teams train AI agents on internal security, networking and compliance policies, then expose those as...
Cypress Test Replay now records canvas elements by default for every project in Cypress Cloud, eliminating the placeholder graphics that previously appeared during debugging. The change requires no Cypress version upgrade; it works with any installation of Cypress 15.5.0 or...
AI‑driven test automation can efficiently execute predefined flows, but it often fails to interpret complex interfaces, generates false alerts, and misses device‑specific or localization defects. Global App Testing highlights five key limitations of AI‑only testing and promotes a human‑in‑the‑loop methodology...
Perhaps the craziest thing that was introduced on the Keras community call today: Keras Kinetic, a new library that lets you run jobs on cloud TPU/GPU via a simple decorator -- like Modal but with TPU support. When you call a...
This past week I wrote a lambda troubleshooter using the concept on this blog post where it deterministically queries a bunch of logs and sends them to an ai 🤖 agent for analysis and troubleshooting. I had to redact...
Enterprise engineering teams hit a ceiling with traditional CI/CD pipelines, experiencing repeated deployment incidents caused by configuration drift and manual rollbacks. To restore consistency, they migrated to a GitOps model, selecting ArgoCD for its pull‑based synchronization, drift detection, and clear...
Forrester’s Q4 2025 Wave highlighted 15 vendors delivering AI‑powered autonomous testing platforms, and its Q1 2026 Buyer’s Guide surveyed 37 enterprise users. Customers reported automation coverage climbing to 51‑60% of tests, with a few teams exceeding 80%, yet full autonomy remains low...
A recent deep‑dive identifies seven infrastructure blocks that are inflating technical debt for enterprise AI agents, while early deployments show an average 171% return but also integration and security headaches. The findings highlight why scaling agentic SaaS tools is becoming...
Which tool is best for beginners starting DevOps? 👇 1️⃣ Docker 2️⃣ Linux 3️⃣ Git & GitHub 4️⃣ Kubernetes
A team re‑engineered its CI/CD pipeline on Google Cloud Platform by swapping self‑managed components for managed services such as Cloud Build, Artifact Registry, GKE Autopilot, Cloud Deploy, and Cloud SQL. The redesign slashed total deployment time from roughly 52 minutes...
Digital Experience Monitoring (DEM) is reshaping observability by tying frontend performance and real‑user outcomes to backend telemetry. The article explains how DEM integrates synthetic testing, Core Web Vitals, and crash data into developers' daily workflow, from CI/CD pipelines to incremental...
AI agents are genuinely useful until you see the API bill or realize your ports have been exposed the whole time. @PAIOBot just fixed both problems in one shot sandboxed security built-in, 50% token reduction, deploys in 60 seconds, and free...
Most DevOps interviews don’t test tools… they test how you think. This cheat sheet covers the core: CI/CD, Kubernetes, IaC, monitoring, networking, and SRE fundamentals. If you can connect these together in real-world scenarios, you’re already ahead. Don’t memorize—understand the system. What area are you...
Generative AI coding agents are flooding CI/CD pipelines with ten‑times more code, creating integration chaos, review backlogs and hidden technical debt. Engineers report exploding merge‑request queues, divergent credential setups and stalled deployments, prompting a rethink of validation infrastructure.
I make tools on GStack for myself, so I am releasing /plan-devex-review today to help you create amazing Developer Experiences. Big thanks to Addy Osmani's DX framework for the inspiration here. https://t.co/i5Qy553Q8Q
What if instead of spinning up yet another parallel agent, you reviewed some of your team members' PRs while your primary agent is working? idk just a thought
Chainguard introduced Factory 2.0 at the Assemble conference, revamping its supply‑chain hardening platform with an AI‑powered control plane and agentic reconciliation bots. The new DriftlessAF framework continuously updates and patches approved open‑source artifacts across containers, libraries, and CI/CD workflows. Chainguard also...
"The platform engineering market didn’t outgrow the idea of Backstage. It outgrew the architecture." https://t.co/A1tIlwohC6 < Backstage needs to reimagine itself to match what platform engineers need? That's the argument here from @ZoharEiny.
Any chance you're losing your best AI/ML experiments in a sea of notebooks or manual spreadsheet trackers? Sounds like that's a real issue for many teams. This post looks at how to better track your model training experiments with @googlecloud Vertex...
A compromised Axios maintainer account allowed attackers to publish malicious versions of the popular JavaScript library, injecting a remote‑access trojan that reached an estimated 180 million weekly downloads. The three‑hour window before removal highlights the fragility of open‑source supply chains and...
RT SOCs and DevOps will need shared observability for agents: data access, tool calls, MCP interactions, and risk levels in one view. #Security #DevOps @Star_CIO https://t.co/tRGwCPc4Mb
Okay honestly this makes vibe coding into production very dangerous, you guys were all right I think what I'll do is cut off all access to DBs and run it as a user with almost no privileges
AI is reshaping cloud‑native operations by embedding predictive scaling, AIOps, and MLOps directly into Kubernetes and serverless platforms. Machine‑learning models now forecast capacity needs, auto‑adjusting clusters before bottlenecks and cutting costs. AIOps tools ingest telemetry, detect anomalies, and can autonomously...
1/ Last year I was running a 6-hour alignment job on a remote server. Then I realized: I forgot to start screen or tmux. My laptop was about to die. Panic mode. Here's exactly how I saved that process without killing it:...
Engineering question How do I emulate different customer account types on staging? I want the ability to review changes by plan and permissions? What's best practice here?
Natural language processing (NLP) is reshaping test automation by converting plain‑language requirements into runnable test scripts. The technology lets business analysts, testers, and developers describe test steps in everyday English, which the tool parses into actions and validations. By automatically...
not sure if this is a new thing, but seeing this be very effective for code review at @remote: instead of submitting line-by-line comments, get AI to generate a large markdown file with all suggested changes, including some extra context on...
The article details how a new JSON query‑and‑transform language built in Go slashes latency and Kubernetes expenses. A modest $400 token purchase unlocked roughly $500,000 in annual cost savings, illustrating a high‑return refactor. The author, once skeptical of vibe‑code, now...
The article compares how Apache Flink and Kafka Streams manage state in real‑time stream processing. Flink treats state as a first‑class citizen, persisting snapshots to durable storage like S3 via periodic checkpoints. Kafka Streams materializes state changes in compacted Kafka...
Legacy Python and Java applications in government and aerospace are being modernized to Red Hat Enterprise Linux 10 using an agentic platform built on Red Hat AI and OpenShift AI. The solution replaces years‑long manual refactoring with a mesh of specialized AI agents...
Red Hat’s portfolio—RHEL, Ansible Automation Platform, and OpenShift—provides a unified foundation for hybrid SAP environments spanning on‑premise, IaaS, PaaS, and SaaS. RHEL for SAP delivers high‑availability add‑ons, automated risk assessments, and system‑role automation, now supporting S/4HANA on RHEL 10. Ansible streamlines...
Pilot on delivery duty today. Cutting short videos and gifs to show how it ships. https://github.com/qf-studio/pilot
AI-generated merged code holds steady at ~30% https://t.co/vvEzTtKd4c < self-reported today. Going up, but not at the expected rate.
Broadcom has transferred ownership of the open‑source backup/restore project Velero to the Cloud Native Computing Foundation (CNCF) Sandbox. The donation, announced at KubeCon Europe 2026, is intended to remove perceived vendor lock‑in and accelerate Velero’s evolution into a de‑facto standard for Kubernetes...
I guess this really proves you need multi-region backups of your servers, DBs, sites etc I wonder if you can set region in Backblaze B2?
These recent software supply chain breaches are worrisome. How can we avoid assuming trust where we shouldn't? @Docker has a good post up with recommendations for engineering teams ... https://t.co/O5Mfag8N4y
Opkey has unveiled Release Advisor, an agentic AI platform that automates analysis of Oracle Fusion and Workday release notes. The tool promises to slash manual review time by 60‑80% and enable certification of updates in as little as three days....
