Know What's Happening in DevOps
Know What's Happening in DevOps
The Federal Aviation Administration announced a challenge‑based acquisition to modernize its sprawling, aging IT portfolio of roughly 200 applications and 3,000 databases. Vendors must demonstrate cloud‑native migration strategies, AI‑driven code analysis, and security automation across a four‑phase competition ending with a September award. The multi‑year contract, expected to run ten years, targets contractors with large‑scale experience and aims for 99.9% system uptime, continuous cybersecurity, and long‑term cost reductions.
If you're a researcher in academia using Keras 3 (PhD student, postdoc, professor...) and you want to train on TPUs, you could receive compute awards from Google for your research. Google is running a new academic grant program, separate from...
Futurum’s latest Enterprise Software Decision Maker Survey reveals Enterprise AI ROI Shifts as Agentic Priorities Surge ▪The Agentic Shift: Autonomous Agents/Agentic AI claimed the #1 technology priority for 17.1% of decision-makers, up from 13.0% in 2H 2025—a 31.5% year-over-year increase and...
A recent experiment demonstrates that Kubernetes can recover from an OOMKill in under five seconds, erasing the diagnostic evidence before an on‑call engineer can investigate. The default event retention and container‑log policies cause the OOM event and related state to...
Presidents’ Day exposed a lot of us 😭 Tech doesn’t believe in holidays. Built a system check to prove it. What’s your real status? 👇
The most exposed lady in the cloud? Lady S3 Bucket. ☂️ If you use AWS, you know the shame. Public access is NOT a vibe. https://youtube.com/shorts/q_T0RC87aRg #DevOps #CloudComputing #Security
BrowserStack announced a new plugin for the AI‑native editor Cursor, embedding its testing cloud, test‑management tools, and AI agents directly into the IDE. The integration lets developers generate test cases from requirement documents with a single prompt, launch real‑device sessions...
🚀 Building a Computer Vision app - without writing a single line of code. In this walkthrough, we used an AI coding agent to create a real-time face detection application that can blur or pixelate faces on a live video feed....
Pilot v1.40.0 delivered 📦 > Sonnet 4.6 default for simple/medium tasks > 40% cost drop on most executions > Opus 4.6 reserved for complex work > Haiku stays on classifiers > near-Opus quality — preferred 59% over Opus 4.5 > smart routing: complexity detected, model matched model_routing.enabled:...
The migration of data processing from centralized servers to edge devices is reshaping QA strategies for IoT pipelines. Unstable networks, fragmented device fleets, and expanded attack surfaces demand testing that goes beyond functional checks. Specialized IoT testing services now employ...
Today our intakes learned bash scripting which is important for automation, error handling and efficiency in DevOps. Something that seems to be like magic to them now seem easy and simple for them. This could be you. Join our ongoing...
E2E testing is a trap. You write the script. The UI updates. The pipeline explodes 💥 I’ve been testing Kane AI by @TestMuAI (formerly LambdaTest). It finally breaks the cycle. It’s a GenAI agent that turns plain English (or JIRA specs) into resilient, self-healing...
Snowflake unveiled Cortex Code, an AI‑driven coding assistant embedded in its data platform, at the Build conference in London. The tool can generate, explain, and optimize SQL and Python code, handle data‑engineering and analytics tasks, and is context‑aware of schemas, governance...
Nylas' 2026 State of Agentic AI report, based on a survey of over 1,000 developers and product leaders, reveals that 94% would consider switching AI vendors to obtain stronger, scalable, and compliant agentic capabilities. Currently, 67% are already building or...
AWS introduced Agent Plugins, a framework that equips AI coding assistants with native AWS capabilities. The initial "deploy‑to‑AWS" plugin lets developers issue natural‑language prompts to generate architecture recommendations, cost estimates, and infrastructure‑as‑code templates. It currently integrates with Claude Code and...
AI‑assisted coding is set to dominate enterprise development, with Gartner projecting 90% of engineers using AI assistants by 2028. As AI automates line‑level vulnerability detection, security teams face a surge in code volume and reduced review windows. This forces a...
Enterprise security teams now rely on open source for core infrastructure, development pipelines, and production applications, yet patching cycles remain sluggish. TuxCare’s 2026 Open Source Landscape Report shows that 60% of recent incidents involved known vulnerabilities that were not patched...
new post up: in which @martinfowler gives me the best advice ever at the worst possible time, plus... a rundown of the special guests to expect in the second edition of "Observability Engineering"! https://t.co/ZcaP1rzYib
Red Hat and SoftBank have integrated the open‑source llm‑d framework into SoftBank’s AI‑RAN orchestrator, AITRAS, to dynamically distribute large language model inference across edge radio access network hardware. llm‑d extends vLLM’s single‑GPU performance to multi‑node Kubernetes clusters, enabling hardware‑aware routing...
Red Hat and SAS have released a reference architecture for deploying the SAS Viya analytics platform on Red Hat OpenShift Service on AWS (ROSA). The guide details a workload‑placement strategy using dedicated machine pools, integration with AWS services such as RDS for PostgreSQL,...
Red Hat has rebranded its Insights service as Red Hat Lightspeed, keeping core advisor, vulnerability and compliance capabilities while emphasizing AI‑driven speed. New Image Builder integrations now auto‑register RHEL images to Red Hat Satellite and Ansible Automation Platform, and allow compliance profiles...
Istio 1.29 introduces beta‑level ambient multi‑network multicluster support, targeting production‑ready telemetry across distributed clusters. The release adds an enriched HBONE protocol with baggage headers, enabling waypoint and ztunnel proxies to exchange peer metadata across network boundaries. Telemetry gaps that previously...
GitLab announced a 99.9% availability service‑level agreement for Ultimate customers on GitLab.com and GitLab Dedicated, backed by service credits when monthly uptime falls short. The SLA covers core DevSecOps experiences such as issues, merge requests, Git operations, Container and Package...
The pg_clickhouse extension for PostgreSQL has been updated to version 0.1.4, a maintenance release that can be applied in‑place without running an ALTER EXTENSION command. The update resolves critical bugs: the binary driver now correctly inserts NULL into ClickHouse Nullable...
Temporal announced a Series D financing round led by Lightspeed Venture Partners, bringing new capital to the open‑source durable execution platform. The round includes Lightspeed partners Anoushka Vaswani, Ravi Mhatre, Bucky Moore and Justin Shen. Temporal’s technology underpins mission‑critical services at...
An AI factory is an operational model that industrializes artificial‑intelligence development by linking high‑performance compute, data pipelines, orchestration, governance and deployment into a continuous production system. The concept, popularized by NVIDIA, moves AI from isolated experiments to repeatable, scalable outputs....
Many enterprises still provision AI resources through ticket systems, causing delays and underutilized GPUs. Modern developers now expect instant, self‑service access similar to hyperscaler offerings, making manual approval a competitive risk. The shift to automated, governed platforms improves utilization, speeds...
If Claude + Cursor can ship a weekend MVP, why are we still doing 6-week sprints? Are we optimizing for shipping… or for feeling busy?
Amazon Elastic Kubernetes Service (EKS) dominates the managed Kubernetes market with roughly 50% share, offering a fully managed control plane, deep AWS integration, and serverless compute via Fargate. EKS Anywhere, launched in 2020, extends the same open‑source distro to on‑premise...
HashiCorp announced that HCP Packer now offers SBOM vulnerability scanning in public beta, while its package‑visibility feature has moved to general availability. The new scanning capability cross‑references each artifact’s software bill of materials against the MITRE CVE database and flags...
Cloudflare unveiled Agents SDK v0.5.0, merging stateful Durable Objects with a Rust‑based Infire inference engine to run AI agents directly at the edge. The SDK lets each agent keep a persistent SQLite store of up to 1 GB, eliminating external database calls...
A new study presents a cloud‑native microservice architecture designed for insurance analytics, leveraging Docker, Kubernetes, Kafka, and Spark to replace legacy monolithic systems. The design enables real‑time data ingestion, continuous AI model deployment, and automated scaling across services. Performance tests...
Global App Testing shows how AI boosts real‑world testing accuracy by expanding coverage beyond scripted flows. By training models on historical test data and user behavior, AI pinpoints high‑risk edge cases across devices, networks, and regions. The approach blends AI‑driven...
Quesma unveiled BinaryAudit, an independent benchmark that measures how well artificial‑intelligence models can spot hidden threats in software binaries. The tool aims to shift binary analysis from a reactive, post‑breach activity to a proactive safeguard applied before deployment, during updates,...
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Amazon EKS Auto Mode automates node scaling, patching, and add‑on management, but AWS does not provide an automated path for migrating applications, storage, or ingress. Rafay offers a guided, cluster‑level migration process that includes converting to access entries, enabling Auto...
Microsoft Azure’s latest blog delineates three core continuity concepts—reliability, resiliency and recoverability—explaining how each fits into the Cloud Adoption Framework and the Azure Well‑Architected Framework. It describes reliability as the ultimate service‑level goal, resiliency as the ability to stay operational...
Mistral AI announced its first acquisition, buying French serverless cloud startup Koyeb. The move aims to accelerate Mistral's AI compute offering and build a sovereign AI cloud platform. Mistral, founded in 2023, has raised nearly €2.8 bn and is valued at...
I made three 💛free💛 guides I wish I had earlier in my career. • Docker Essentials: from “works on my machine” to production • AWS Solutions Architect study guide (hands-on, no ai generated BS) • Vibe-Coding to App (learn how to code and...
OpenAI’s team spent five months building a "harness" that lets AI agents maintain a production‑grade codebase exceeding one million lines, without a single line of manually typed code. The harness blends three pillars—continuous context engineering, deterministic architectural constraints, and periodic...
Building apps → Docker Orchestrating containers → Kubernetes Provisioning infra → Terraform Managing configs → Ansible Automation glue → Python Version control → Git + GitHub CI/CD pipelines → GitHub Actions / Jenkins GitOps workflow → ArgoCD Monitoring metrics → Prometheus Dashboards → Grafana Logging → ELK Stack Secrets → Vault Cloud...
So you want to become a DevOps Engineer? It’s very simple. You only need to learn 👇 • Networking • Linux • Cloud • Git • Docker • Terraform • Ansible • Kubernetes • CI/CD • Monitoring & Observability tools • Bash/Python scripting • Security fundamentals • IAM • System Design • Incident Management • Cost optimization • Troubleshooting •...
FluidCloud’s new Cloud Cloning service tackles the chronic shortcomings of existing cloud‑migration tools by taking a comprehensive snapshot of a source public‑cloud environment and automatically translating it into an equivalent target cloud configuration. The approach captures more than 60% of...
DevOps Interview Prep Kit covers: ✔ Real Corporate Workflows ✔ Resume-Ready Projects ✔ GitOps with ArgoCD ✔ Kubernetes Gateway API ✔ Production Deployments If you’re serious about DevOps interviews — start learning how systems actually work. 👇 Comment devopsshack to receive all videos in DM Follow @devopsshack for...
Why Fine‑Tuned Models Break the Bank 💸 Every LoRA adapter shouldn’t need its own full base model copy. That’s how dozens become hundreds… and inference becomes impossible. 👉 Multi‑LoRA serving fixes this: one base model, many adapters, applied per request with custom...
GitLab has added Anthropic’s Claude Opus 4.6 to its Duo Agent Platform, giving users a model with a 1 million‑token context window and heightened agency. The model can ingest entire codebases, documentation, and pipeline data in a single interaction, enabling more comprehensive...
☁️ Azure in Plain English • VM → computer in the cloud • Blob Storage → file storage • Azure SQL → managed SQL database • Functions → code that runs automatically • App Service → deploy apps easily • VNet → private network •...
i dont find LLMs great at writing test code at all. if you're into test automation, this is your time to shine
The guide walks through how Next.js transforms React/TypeScript into minified, chunked bundles that obscure stack traces, and shows how to configure Sentry to upload matching source maps and debug IDs during the production build. It explains why development tools display...
The original plan for Fizzy was to ship the SaaS version with one sqlite database per customer. That didn't end up happening, but we built all the Rails infrastructure needed to make it possible. Mike goes through it all here:...
Bradesco, one of Brazil’s largest banks, has moved its automation strategy from pure execution to a governance‑focused observability model using Red Hat Ansible Automation Platform. The platform’s open APIs now feed execution data into enterprise‑wide dashboards, linking automation metrics with ITSM...
