Know What's Happening in DevOps
Know What's Happening in DevOps
Splunk’s observability leader Stephane Estevez argued at KubeCon Europe 2026 that the industry’s reliance on sampled tracing hampers incident resolution and AI analysis. Splunk promotes a no‑sampling approach, leveraging economies of scale and its OpenTelemetry eBPF Instrumentation (OBI) to capture full telemetry without code changes. The company’s hybrid deployment options and open‑source contributions aim to reduce vendor lock‑in and address data‑sovereignty concerns. A recent State of Observability 2025 survey shows over half of IT leaders struggle with false alerts and tool sprawl.
Microsoft retired the Microsoft Deployment Toolkit (MDT) in January, prompting IT admins to seek new operating‑system deployment solutions. A Recast Software survey shows 99% consider OS deployment critical, yet 18% still rely on the now‑retired MDT or Windows Deployment Services....
OpenClaw is an open‑source AI agent that automates tasks and delivers actionable insights, now packaged with a step‑by‑step guide for secure 24/7 deployment on Google Cloud Platform. The tutorial emphasizes establishing an encrypted SSH tunnel, provisioning a scalable VM, and...
In "How to Grow your Software Factory," Luca Rossi expands on his earlier "Era of the Software Factory" piece, arguing that modern engineering teams must adopt factory‑like practices to scale. He highlights three pillars—formal rules, modular architecture, and AI‑driven assistance—as...
AI systems are inherently non‑deterministic, producing different answers for the same prompt, which makes traditional unit testing ineffective. This variability leads to hallucinations—confidently fabricated facts—that can cascade through downstream processes and cause costly business errors. The article argues that reliability...
Vercel integration is live. Connect your account and the agent can manage deployments, check build status, and update project settings. For teams where marketing and engineering share the same deploy pipeline. Waitlist invite emails going out soon https://t.co/tBod9BqJKd
Meta researchers unveiled a "semi-formal reasoning" prompting technique that structures LLM outputs as logical certificates, compelling the model to state premises, trace execution paths, and derive conclusions before answering. In benchmark tests on patch equivalence, fault localization and code Q&A,...
Sycamore announced a $65 million seed round to build an enterprise‑wide AI agent platform that can write code, design systems and orchestrate DevOps pipelines. The funding, led by Coatue and Lightspeed, underscores growing investor confidence in “supervisor‑class” agents that promise to...
The article breaks down the phrase “valuable feedback, fast,” explaining why test automation must deliver timely, high‑impact information. It argues that feedback is only valuable when it matters to stakeholders, covers critical product behavior, is trustworthy, and is actionable. The...
Pulumi has added a read‑only mode to its Neo AI‑driven infrastructure assistant, allowing the tool to analyze, preview, and generate pull requests without executing any changes. Users can select this mode when creating a Neo task, capping permissions to read‑only...
The article argues that traditional source‑code management (SCM) must evolve into Source Context Management to support AI agents throughout the software development lifecycle. It highlights how agents currently scrape files, leading to context‑window bloat and semantic blindness, and proposes a...
The article defines “valuable feedback, fast” as the core goal of test automation, breaking down “valuable” into four dimensions: relevance to stakeholders, appropriate coverage, trustworthiness, and actionability. It argues that tests must deliver information that matters, target high‑risk product behaviours,...
This GitHub repo is an actual LLM engineer's bible. It covers everything serious builders need: → RAG pipelines and retrieval architecture → LLM evaluation frameworks → Agent design patterns → Fine-tuning and training workflows → Production deployment and optimization Not a tutorial collection. Not a curated links...
Kubernetes has not displaced virtual machines as many predicted, with bare‑metal clusters proving costly and complex. Broadcom’s VMware Cloud Foundation now blends a proven VM layer with Kubernetes, emphasizing dynamic GPU allocation for AI workloads. The hybrid model addresses rising...
Mike Vizard interviewed Waldemar Hummer, CEO of LocalStack, at KubeCon Europe about high‑fidelity sandbox environments that emulate cloud services for AI‑driven applications. The discussion highlighted how LocalStack’s local emulation layer lets developers test AI agents without provisioning real AWS resources,...
Cursor is launching self‑hosted cloud agents that let Fortune 500 firms run its AI coding assistants inside their own infrastructure, keeping source code, tests and build artifacts on‑premise. The move tackles security, compliance and latency concerns that have limited enterprise...
Portkey has released its unified Portkey Gateway as an open‑source project after the service began processing two trillion tokens per day and handling more than 120 million AI requests. The platform currently supports $180 million of annualized AI spend across roughly 24,000...
JFrog announced a partnership with Singapore‑based iZeno to deliver its full platform to enterprises across Southeast Asia. The collaboration combines JFrog’s DevSecOps tools—including Artifactory, Xray, Advanced Security, Runtime, ML, AI Catalog, and AppTrust—with iZeno’s regional consulting, compliance, and cloud‑native modernization...
Kubernetes autoscaling appears simple but falters under real‑world traffic spikes. The Horizontal Pod Autoscaler samples metrics every 15 seconds and new pods can take minutes to become ready, creating a window of overload. Relying solely on CPU utilization misses memory,...
Postmark has completed a full migration from the proprietary PowerMTA platform to KumoMTA, an open‑source, Rust‑based mail transfer agent. The new engine cuts average queue times by roughly 30‑40% for Gmail, Yahoo, Microsoft and Apple, while bounce rates stay flat....
bet365 has partnered with TestMu AI, the first full‑stack Agentic AI Quality Engineering platform, to consolidate its software testing across a single interface. The collaboration gives bet365 access to over 3,000 browser/OS combinations and more than 10,000 real iOS and...
Pilot v2.86.3 released. Fixed: — Stale worktrees after OOM/SIGKILL never cleaned up (818MB each) — Squash merges dropped PR titles → broke release tagging — GoReleaser pointed to old repo after migration New: — Dashboard git graph follows active task's project — Worktree cleanup on crash and...
Bloomberg is partnering with the Cloud Native Computing Foundation to run a structured mentorship cohort focused on OpenTelemetry from April 8 to June 17, 2026. The program will involve 30‑45 Bloomberg engineers working two hours per week with seven OpenTelemetry maintainers on...
Datadog is turning observability into an AI operating layer $DDOG made MCP Server generally available, pushing live logs, metrics, and traces directly into AI coding agents and developer environments. Datadog is moving closer where AI systems do not just assist engineers,...
Harness announced new Release Orchestration capabilities that embed AI‑enabled verification and automatic rollback into its Continuous Delivery platform. The features also bring native warehouse‑level feature management from the Split acquisition and Database DevOps support for Snowflake, allowing code and data...
SmartBear unveiled a suite of AI enhancements spanning its testing portfolio, including agentic test generation in Reflect, natural‑language query skills for Zephyr, AI‑driven API test creation in ReadyAPI, and improved object detection in TestComplete. The new features pull contextual data...
DevOps CICD Scenario Based Q&A ✅ Comment 𝗗𝗲𝘃𝗢𝗽𝘀 To Get it in DM. #devops #devopsshack
The Department of Defense announced an expansion of its internal software factories—including the Air Force’s Kessel Run, the Army Software Factory and the Marine Corps Software Factory—aimed at embedding DevOps pipelines, automation and rapid delivery across all services. The move...
Flagstar Bank and technology partner Mphasis have completed the first phase of a multi‑year, $1 billion modernization program, consolidating six legacy data centers into two next‑generation facilities and migrating hundreds of applications with zero downtime. The milestone positions Flagstar to accelerate...
PostgreSQL relies on periodic vacuuming to reclaim space from dead tuples created by its MVCC architecture and to prevent transaction ID wraparound. The built‑in autovacuum daemon, enabled by default, triggers when dead rows exceed a threshold of 50 rows plus...
Kelsey Hightower, former Google engineer and Kubernetes evangelist, told a packed KubeCon audience that AI can’t replace open‑source stewardship. He warned that companies that ignore community contributions will struggle with AI‑driven workloads, a message that resonated with developers like Electrolux’s...
Tata Communications introduced IZO™ Data Centre Dynamic Connectivity, a self‑healing, software‑defined network that spans five continents and guarantees more than 99.99% service availability. The platform uses deterministic multi‑path routing and AI‑driven predictive analytics to let enterprises scale bandwidth on demand...
Liquibase Secure announced two new capabilities—Change Intelligence and Deployment Connectors for ServiceNow, GitHub, Harness, and Terraform. Change Intelligence aggregates change data, applies AI‑driven risk analysis, and automatically captures audit evidence in a single view. Deployment Connectors embed governed database change...
The post introduces a unified observability solution that merges infrastructure metrics with application logs across a 50‑pod Kubernetes cluster. It walks readers through building a collector, real‑time dashboard, and intelligent alerting that ties CPU, memory, network, and disk data to...
We were able to join the #SiG-Docs. We are now part of the kubernetes open source community.
Swedish startup Endform announced a €1.5 million (approximately $1.6 million) Series A round led by Alliance VC and other investors. The funding will accelerate its platform that slashes Playwright end‑to‑end test execution from roughly 30 minutes to under two minutes by running thousands of...
Day 13 of AWS while being a mom AWS load balancers finally clicked for me when I thought about them like this: ALB → smart routing (Layer 7) NLB → speed & performance (Layer 4) GWLB → security checkpoint (Layer 3) Same goal (handle traffic)… completely...
You could use a mix of self-managed and managed MCP servers. Here's an example of using both, and securing them in a production-ready way. https://t.co/reHeaq6QEV https://t.co/5pLxHwGKWv
Fortis Solutions announced the launch of an integrated intelligent‑infrastructure platform that merges its NetRaven visual layer with the Source of Truth intelligence engine. The system promises real‑time visibility, automated remediation and vendor‑agnostic translation, targeting the consistency and scalability goals of...
NEW POST The quality of what AI coding assistants produce depends on how well the prompter articulates team standards. @techygarg proposes treating such instructions as infrastructure: versioned, reviewed, and shared artifacts. https://t.co/fqAeB6irlB
You ran 15 commands. One worked. You moved on. In 6 months you'll need to re-run it and you won't remember which one. Write the working command down right after it works. Not later. Later is never. https://t.co/JLnbmkFUoA
Qodo, operating as Codium Ltd., announced a $70 million Series B round, bringing its total capital to $120 million. The startup offers an AI‑driven code verification platform that inserts a governance layer into developers' CI/CD pipelines, using specialized agents to detect bugs, compliance...
From Mac Mini M4 to cloud VPS and edge AI hardware, these are the six deployment options worth considering for hosting your OpenClaw AI agent. https://t.co/QJsc243Cjq
GitLab is completing a migration of its packages.gitlab.com infrastructure to a new hosting system, keeping the same domain but changing URL structures, GPG key locations, and network endpoints. The legacy PackageCloud UI will be retired on March 31, 2026, and...
Pulumi eliminated long‑lived CI secrets across more than 70 repositories by swapping static GitHub secrets for short‑lived, OIDC‑driven credentials via Pulumi ESC. The new flow exchanges a GitHub‑issued JWT for a Pulumi access token, which then opens an ESC environment...
When Opus 4.5 came out, it was a one-way door to a new way of engineering. Agents now do most of our coding. Knowing the inherent flaws and over-confidence of LLMs, we sent a clear message to our teams. Vibing and...
Wow. Starting today you can use Codex in Claude Code 🤯 /plugin marketplace add openai/codex-plugin-cc you can try it with: /codex:review for a normal read-only Codex review /codex:adversarial-review for a steerable challenge review /codex:rescue to let codex rescue your code https://t.co/hSOe0Kldt4
Webminal, the browser‑based Linux learning platform, has remained operational on a single 8 GB CentOS server for 15 years, serving half a million users. The site survived a datacenter fire, power outages and traffic spikes without adopting Kubernetes, micro‑services or auto‑scaling,...
ScaleOps closed a $130 million Series C round led by Insight Partners, valuing the Israeli startup at over $800 million. The funding will accelerate its autonomous platform that promises up to 80% reductions in cloud and AI infrastructure spend, a move that...
This AI code review tool just outperformed Claude on its own benchmark. It's called Qodo and Fortune 100 engineering teams are using it to catch what Cursor, Copilot, and Claude Code quietly miss. 800+ issues prevented per month Here's how it works 👇...
