Know What's Happening in DevOps
Know What's Happening in DevOps
Hewlett Packard Enterprise announced that its beta AI‑powered agents, embedded in the OpsRamp platform, have reduced root‑cause analysis time by at least half for pilot customers. The breakthrough arrives as HPE shares rose 7.8% on strong AI‑infrastructure demand, underscoring the commercial urgency for scalable automation in complex IT environments.
I'm improving the /land-and-deploy skill in GStack and I am amazed that this is going to work I recommend most GStack users get the hang of /plan-eng-review and other plan skills, but once you get it and get sick of so...
Kubernetes co‑founder Brendan Burns says AI workloads expose drift in clusters, while vendors like Microsoft, Broadcom and IBM push new primitives and open‑source blueprints to make AI‑ready infrastructure a reality.
Cloudflare’s Atlantis service, which orchestrates Terraform changes, was stalled for 30 minutes each restart due to a Kubernetes default that recursively reset file permissions on a massive persistent volume. The pod’s securityContext used fsGroup, causing kubelet to run a costly...
Snowflake announced a major upgrade to its Cortex Code AI coding agent, making it generally available inside Snowsight and adding native Windows support for the CLI. The update introduces Agent Teams, a coordination layer that lets multiple sub‑agents work in...
Morgan Stanley has deployed a GitOps workflow powered by Flux to operate 500 production Kubernetes clusters, hosting roughly 100,000 containers on 2,000 nodes. The bank needed a unified, auditable process to meet stringent regulatory and security mandates while scaling its...
Hosting.com announced the launch of its AI Application Studio & Hosting platform, a cloud service that blends Cloudflare Enterprise CDN, AMD EPYC compute and WebPros' Nova studio. The offering, now live in the US, UK and Germany, promises developers faster,...
Navigator is still #1 and the only ClaudeCode plugin I use 🧭 Built for experienced devs who care about roadmaps and thinking before execution. Screenshot is Nav loop mode in action: full cycle of execution, checks, tests before anything ships +...
RT Inside IT, many teams are still running pre-AI agile and DevOps playbooks while sprinkling in copilots and vibe coding. That mismatch will quietly cap your AI ROI until you redesign roles, rituals, and pipelines. #AI #Agile #DevOps @Star_CIO https://t.co/rZYa7HdIa8
In this episode, Bill Mulligan, a maintainer of Cilium and member of Isovalent, explains how eBPF—a safe, programmable extension to the Linux kernel—revolutionizes networking for cloud‑native environments. He details Cilium’s role as a Kubernetes CNI that leverages eBPF to provide...
Kubescape 4.0 launches with enterprise‑grade stability, delivering General Availability for Runtime Threat Detection and a new Kubernetes‑native Storage layer. The release consolidates security agents by deprecating the host‑sensor and merging its functions into a single node‑agent, simplifying cluster management. It...
The article outlines a Terraform‑driven approach to building a zero‑trust Oracle Kubernetes Engine (OKE) cluster. It replaces overlay networking with OCI VCN‑Native CNI, deploys a private control plane without a public IP, and enables AMD SEV confidential computing for memory...
Enterprises now run a heterogeneous mix of permanent, burstable and edge Kubernetes clusters, plus occasional Docker hosts, creating a "multi‑everything" landscape. This diversity fuels configuration drift, fragmented access controls, and bespoke upgrade processes that scale linearly with each new environment....
The post explains why distributed systems constantly encounter failures and introduces three core resilience patterns—Retry, Circuit Breaker, and Timeout. It details how transient errors can be mitigated with retries, how circuit breakers prevent cascading outages, and how timeouts avoid indefinite...
At the Wasm I/O conference in Barcelona, Dan Phillips, founder of WebAssembly Chicago, advocated using WebAssembly to sandbox AI‑generated code, arguing it eliminates shared‑kernel risks and speeds deployment. The proposal targets DevOps teams grappling with unsafe agent execution.
Atlassian announced that CTO Rajeev Rajan is leaving the company as it trims 10% of its staff and pivots its DevOps product line toward AI‑enhanced features, a move that could reshape tools like Jira, Bitbucket and Bamboo for millions of...
Every company will become an AI factory, wherein the unit of production is the token. Tokens, however, create usage tracking billing headaches that are v unlike SaaS. ▲ AI Gateway now solves the metering problem across models & providers with...
Harness CI introduced branch‑scoped sequence IDs, letting each Git branch maintain its own incremental build counter via the expression. This replaces the traditional global counter that creates gaps and confusion across main, develop, and feature branches. The feature includes...
Tasklet debuted a chatbot‑style AI agent platform that lets anyone author, host and deploy internal applications in minutes without writing code. The launch coincides with the company’s inclusion in ERP Software Blog’s 2026 Best Microsoft Dynamics ERP Tools list, underscoring...
I wish Claude Code would automatically include the prompts + the full context in a repo as a git commit "note". The full conversation that led from zero to feature, and I want it in git blame, not just who did...
What are the components of cicd - code commit - triggers the ci pipeline - build starts - testing - deploy. Tools GitHub action, Gitlab, Jenkins etc. cd - delivery via Argocd. If we can complete this within a week...
Spotify’s internal developer portal, Backstage, has evolved from a spreadsheet‑replacement into a widely adopted platform engineering tool, now powering over 3,000 companies. The portal structures services, ownership, and standards, enabling AI agents to operate effectively across the engineering ecosystem. Spotify’s...
Enterprises are rapidly embedding AI agents into developer and operations workflows, using real‑time telemetry to give those agents live context. Lessons from Dynatrace Perform 2026 show that integrating agents via the Managed Cloud Platform (MCP) into IDEs, Slack and automation...
Higress, an AI‑native API gateway built on Envoy and Istio, has passed the CNCF Technical Oversight Committee vote and entered the CNCF Sandbox. The project unifies traffic, microservices and AI gateways, offering a secure, xDS‑based replacement for Nginx Ingress with...
TestMu AI, formerly LambdaTest, launched a suite of upgrades to its Agent‑to‑Agent Testing Platform, the first full‑stack solution for AI‑driven quality engineering. The enhancements add autonomous multi‑agent scenario generation, rich multi‑modal testing, comprehensive quality metrics, and hyper‑scale execution via its...
At KubeCon Europe on March 24, the Kubernetes project archived the ingress‑nginx repository, making it read‑only and ending all future releases, bug fixes, and security patches. The controller, used by roughly half of cloud‑native deployments, had become unmaintainable due to its...
CleverTap’s engineering team outgrew Bamboo, encountering long queues and coordination bottlenecks as their codebase expanded. They migrated to Semaphore, a cloud‑native CI/CD platform, and achieved a 75% reduction in build times. The switch also introduced self‑service pipelines and better parallel...
OpenAI’s Symphony orchestrator lets developers describe software in a natural‑language specification and have AI agents compile it on demand, bypassing traditional installers. The approach echoes StrongDM Attractor’s spec‑driven workflow and promises on‑the‑fly, customized builds for each user. Critics warn that...
Anil Pantangi, a senior partner at a leading management‑consulting firm, outlined how consulting teams are tackling the architecture, data‑governance and talent challenges of deploying dependable AI across Fortune‑50 enterprises. He stressed that the biggest friction points are legacy systems, risk‑averse...
Cursor, the AI‑driven code generation platform valued at $29 billion, is seeing investor enthusiasm cool and market demand soften. The shift highlights broader uncertainty for AI‑assisted development tools that power DevOps pipelines.
Akamai announced the first global‑scale implementation of Nvidia’s AI Grid, deploying thousands of RTX PRO 6000 Blackwell Server Edition GPUs across its 4,400‑node edge network. The AI Grid adds an intelligent orchestrator that routes inference requests to the optimal compute tier, slashing...
Microsoft used its KubeCon 2026 appearance to outline a new operational philosophy for Kubernetes, urging a shared approach to reduce fragmentation. Brendan Burns highlighted the chaotic state of AI infrastructure and announced that Dynamic Resource Allocation (DRA) is now generally available,...
AI‑coding assistants have moved beyond simple autocomplete to become deployment‑aware partners that help teams ship code safely and quickly. 2026’s evaluation framework emphasizes full‑context awareness, architectural intelligence, seamless workflow integration, Progressive Delivery alignment, and multi‑model orchestration. Tools such as Cursor,...
Emma Technologies introduced Brownfield Onboarding, a feature that brings existing VMware, AWS, Azure and Google Cloud environments under a single governance framework. Announced at KubeCon + CloudNativeCon Europe, the tool wraps a policy layer around legacy workloads without requiring migration. It uses...
The article examines why eBPF, despite success in network functions, has limited adoption in general networked applications such as web servers and databases. It highlights architectural constraints in the eBPF kernel runtime, APIs, and compiler that impede offloading complex, blocking...
At KubeCon Europe 2026 NVIDIA donated its Dynamic Resource Allocation (DRA) driver, saw the KAI scheduler graduate to a CNCF Sandbox project, and added GPU support to Kata Containers. These moves turn GPUs into first‑class, community‑owned resources in Kubernetes, enabling...
The post explains why a slow‑responding service can cripple a distributed system more than a hard crash. A sluggish component holds onto threads, sockets, and memory, causing resource starvation while health checks appear normal. In contrast, a crash instantly frees...
Kubernetes remains the industry‑standard container orchestrator, but its upstream releases are followed by a vendor‑specific "lag gap" of two to seven months before becoming generally available on platforms. Hyperscalers such as AWS, Azure, and GCP typically ship new versions within...
The only GitLab CI/CD guide you'll ever need. 🔥 50 pages · 16 chapters · completely FREE. Covers everything: → Pipelines & .gitlab-ci.yml → Runners & autoscaling → SAST, DAST & DevSecOps → Kubernetes & GitOps → GitLab Duo AI (2026) Swipe through the full breakdown ➡️ Comment 𝗴𝗶𝘁𝗹𝗮𝗯𝗰𝗶𝗰𝗱...
Building your own tools like GStack is an amazing experience. You come up with something you think might work and then two days later it replaces what you were doing before. Instead of /plan-ceo-review and /plan-eng-review sequentially, I find myself using...
Dan Phillips, founder of WebAssembly Chicago, urged the DevOps community to adopt WebAssembly as a kernel‑free sandbox for AI‑generated code at the Wasm I/O conference in Barcelona. He argued that Wasm can isolate untrusted agent output more efficiently than containers,...
Live OpenClaw setup this Friday, March 27 at 1:30 PM PT. I'm setting it up from scratch in real-time. Server spin-up to the first Slack message. You'll see what actually matters. Walk away with the setup guide and the config files I...
Aqua Security’s Trivy vulnerability scanner compromise is trickling down into a hugely popular Python package. https://t.co/oj8J8KJrGo
Atlassian announced that CTO Rajeev Rajan is leaving the company, a move that coincides with a 10% reduction in its global workforce. The departure of a leader who oversaw Jira, Bitbucket and Bamboo adds uncertainty to the firm’s DevOps roadmap.
AI infra tools I've been using and loving recently: - @railway - @resend - @fastmcp
We've shipped staging per branch at Senja Every PR now gets its own preview environment We can fix multiple bugs in parallel, test in real customer accounts via @retool , and invite the AI agents in Linear to review branches directly https://t.co/kyw1uGmHtV
The article breaks down the three dominant compute models—virtual machines, containers, and serverless—highlighting their evolution and core trade‑offs. It explains how VMs provide strong isolation at the cost of heavyweight OS overhead, containers streamline deployment but add orchestration complexity, and...
Whomever is responsible for checking to see if the right model is being served up in Kiro CLI needs to take a look right now.
I've scaled app servers, I've scaled HAProxy, I've scaled Postgres replica dbs, I've scaled job servers Never until today have I had to scale my local max_connections for Postgres but once you run 20 simultaneous workers doing full tests, now I...
GitLab has launched auto‑dismiss vulnerability policies that let security teams codify triage rules and apply them automatically on every default‑branch pipeline. By matching on file paths, directories or vulnerability identifiers (CVE/CWE), the system can dismiss up to 1,000 findings per...
