Know What's Happening in DevOps
Know What's Happening in DevOps
Enterprises are weighing two divergent authentication philosophies: traditional secrets management, which safeguards static credentials in vaults, and secretless authentication, which eliminates static secrets by issuing short‑lived tokens tied to workload identities. While secretless reduces attack surface and operational friction for cloud‑native workloads, many legacy systems and SaaS APIs still require a secrets manager. Most organizations adopt a hybrid approach, applying each model where it fits best. The strategic decision centers on where to invest—upfront identity infrastructure or ongoing vault operations—to balance security, cost, and compliance.
Harness announced the general availability of its Artifact Registry, a built‑in capability that stores, secures, and governs software artifacts directly within the Harness delivery platform. The move aims to cut the operational overhead of managing separate repositories and tighten supply‑chain...
Istio’s VirtualService resource, when configured as a mesh gateway, applies routing rules across the entire service mesh, not just the namespace where it is defined. This design flaw enables tenants with permission to create or modify Istio CRDs to launch...
Spent two weeks benchmarking Pilot on Terminal Bench 2.0. Ran 500+ tasks across 15 experiments. Built analysis pipelines. Measured variance. Compared agent behavior across pass vs fail runs. The fix that moved the needle? Removing one env var that forced maximum thinking...
The blog introduces ClawBytes, a cookbook of ready‑to‑use automation recipes built for KiloClaw and OpenClaw. It positions the offering between basic setup guides and elaborate multi‑agent projects, delivering practical workflows such as GitHub triage, Todoist management, and research sourcing. Currently...
Spacelift co‑founder Marcin Wyszynski says AI is now writing infrastructure‑as‑code in HCL, eliminating the need for developers to hand‑craft Terraform or OpenTofu configurations. While this speeds provisioning, it creates a comprehension gap that can lead to dangerous production changes. Spacelift’s...
Komodor released a multi‑agent version of its Klaudia AI platform, adding an extensibility framework that lets customers run more than 50 specialized AI agents—or their own custom agents—side‑by‑side to automate detection, investigation and remediation of incidents. The launch, previewed at...
In 48 hours our AI agent simulated 6 months of activity in the app. Anthropic dropped a 1 million context window last weekend and we put it to work. No human intervention. The results: • 30% faster build times • 50% reduction in...
GStack just shipped Windows support. Thanks to all my Windows users for bearing with us. There was a Bun runtime error on Windows and now it falls back to Node.js. Big thanks to the GStack contributor community - sorry it...
SIG Network announced Ingress2Gateway 1.0, a migration assistant that converts Kubernetes Ingress‑NGINX resources into Gateway API manifests. The release expands support to over 30 common NGINX annotations and adds extensive integration testing that validates runtime behavior across controllers. It also...
20 steps to improve API performance ⚡️ DB + code: indexing, query caching, pooling, efficient algorithms Caching: Redis/Memcached, HTTP cache headers, CDNs Transport: GZIP/Brotli, HTTP/2–3, keep-alive, TCP tuning Scale: pagination, async processing, load balancing Reliability: rate limiting, timeouts, proper errors Ops: monitoring/profiling, versioning UX: smaller payloads, better...
RT Your new backlog shouldn't "add AI." It's redesign feedback loops so models, pipelines, and platforms learn together. Think: model drift to incident response, feature flags to guardrails, SLOs to AI behavior. #AI #DevOps #Agile @Star_CIO https://t.co/7dcoLIKa0K
Azul Systems announced that its Zulu OpenJDK builds are now part of Docker’s Official Images, making them directly pullable from Docker Hub. The images meet Docker’s rigorous security, signing and maintenance standards and cover all current LTS Java versions—8, 11,...
Agentic AI can turn a single architect into a "full-stack squad" in minutes, but it can also create black-box apps that no one can safely extend. #AI #DevOps https://t.co/p18hdtdbZn
If only my Kubernetes pod could scale to zero. That'd be great for staging/test environments or irregular production workloads. Oh, that's coming in Kubernetes v1.36 after sitting in alpha for years? Sweet. https://t.co/klzNA6Hs0X https://t.co/Yee1mpTLEh
The AI landscape is shifting from brief, stateless inference calls to long‑running, coordinated agents that require persistent state and secure execution. Traditional Kubernetes objects like StatefulSets struggle to manage thousands of singleton agents efficiently. The open‑source Agent Sandbox project introduces...
Grafana Cloud now offers AI Observability, a unified platform for monitoring large language model (LLM) workloads in production. By integrating the OpenLIT SDK and OpenTelemetry, developers can automatically capture traces, metrics, and logs for multiple model providers, vector databases, and...
JFrog has unveiled a Model Context Protocol (MCP) registry within its AI Catalog, giving enterprises a single source of truth for AI coding agents and MCP servers. The service aims to extend traditional software‑supply‑chain controls to AI‑driven workflows, addressing threats...
Revyz has launched an integrated backup and governance layer for Xray, Atlassian’s test‑management add‑on in Jira. The solution replaces native Atlassian backups with automated, forever‑incremental, immutable snapshots that also deduplicate attachments. By adding configuration‑drift analytics and role‑based access controls, Revyz...
Honeycomb.io announced the general availability of Honeycomb Metrics and a suite of AI‑driven observability tools. The new features include Agent Skills for Claude Code, Cursor and AWS DevOps Agent, Automated Investigations, a Slackbot with natural‑language queries, and Pipeline Intelligence that...
Object recognition is the linchpin of modern test automation, enabling scripts to locate and interact with UI elements across web, desktop, mobile, and legacy environments. The article compares four enterprise‑grade tools—SmartBear TestComplete, Ranorex Studio, Tricentis Tosca, and Keysight Eggplant—focusing on...
The author recounts a payroll‑tax error caused by a stale document in a retrieval‑augmented generation (RAG) pipeline, illustrating that simple vector similarity is insufficient for enterprise AI. Five non‑negotiable guardrails are presented: relevance re‑scoring, forced citation, post‑generation NLI validation, staleness...
AI‑assisted development has moved the bottleneck from writing code to post‑push activities such as provisioning, compliance, and day‑two operations. Traditional platforms expose policies and state through fragmented UIs and pipelines, which hinders AI agents that require machine‑readable interfaces. Crossplane extends...
This direction is very meaningful, since translating intent into executable tests can reduce friction in QA workflows and let teams focus more on quality thinking rather than repetitive implementation.
GitLab rolled out version 18.10, embedding AI‑native SAST false‑positive detection and an agentic remediation flow for Ultimate customers while also granting free‑tier AI credits, passkey sign‑in and new work‑item features. The update, driven by 212 community contributions, targets faster vulnerability...
The sixth article in the Microservices Platforms series introduces the Build platform, a core component that, together with the Deployment platform, maps the journey of code changes from a developer’s laptop to production. It outlines how the Build platform automates...
On February 21, 2026 Sentry’s AI‑powered Seer service suffered an 80‑90% failure rate in its EU Issue Summary API after a Google Cloud Vertex AI Gemini outage triggered a bug in Seer’s region‑fallback logic. The bug blocklisted the provisioned‑throughput region europe‑west1,...
Red Hat unveiled a suite of production‑ready tools aimed at simplifying enterprise AI, container, and virtualization workloads for 2026. Highlights include the Sovereignty Readiness Assessment, an enterprise‑grade Podman Desktop, and a migration toolkit that accelerates VM moves tenfold. The company also...
Red Hat OpenShift now supports governed multi‑controller load balancing using the Kubernetes loadBalancerClass field. By assigning a class to external services, enterprises can separate MetalLB’s internal load‑balancing from hardware‑based solutions like F5 BIG‑IP, preventing controller contention. The approach eliminates race conditions, ensures deterministic...
Databricks is rebranding Delta Live Tables as Lakeflow Spark Declarative Pipelines, adding open‑source Spark alignment and new features. Existing DLT pipelines run unchanged, but Databricks recommends updating imports, decorators, expectations, and CDC logic to the new `dp` API. The migration...
Node 18 + ClaudeCode 2.1.72 is a cheat code 😉 We benchmark Pilot on Terminal Bench 2.0. 89 real coding tasks, Opus 4.6, Modal containers. Ran 10+ full experiments over two days. The CLI tool version matters more than prompt engineering, effort...
Pulumi has added three major IAM capabilities—tag‑based access control, team role assignments, and user role assignments—to its existing custom‑role framework. Tag rules let permissions be granted automatically when stacks, environments, or accounts carry matching tags, eliminating manual selection. Teams can...
Harness announced that Workday will adopt its AI Software Delivery Platform to accelerate agentic AI releases, a deal unveiled on March 19, 2026. The partnership follows a strategic collaboration between Harness and Wipro, underscoring growing demand for AI‑native DevOps solutions.
The article outlines common DevOps anti‑patterns that undermine speed, quality, and collaboration, such as creating a dedicated DevOps team, over‑investing in tools, and inserting manual approvals into CI/CD pipelines. It highlights cultural pitfalls like blame‑oriented environments and misapplied microservices, as...
Microsoft rolled out emergency patches for .NET 9.0 and 10.0 to close CVE-2026-26127, a remote denial‑of‑service vulnerability with a CVSS score of 7.5. The fix, required across Windows, macOS and Linux, forces DevOps teams to update critical runtime components immediately.
Platform Engineering Day returns for its fifth edition at KubeCon + CloudNativeCon Europe 2026 in Amsterdam, expanding on the original Paris launch. The two‑track program blends deep technical sessions with security guardrail discussions and a CNCF Platform Engineering Technical Community...
Most people say they “know CI/CD”… until they get asked to explain it in an interview. Can you clearly break down: CI vs CD Pipelines end-to-end Artifacts + versioning Rollback & deployment strategies Secrets + security That’s where most candidates fold. DevOps isn’t about memorizing tools — it’s...
Many organizations adopt Argo CD expecting it to automatically resolve flaky or failing Kubernetes deployments. The article explains that while Argo CD excels at declarative sync and drift detection, it does not repair underlying CI pipeline defects, misconfigured manifests, or...
The article outlines how to build fault‑tolerant Spring Boot microservices using Apache Kafka on AWS. It explains core patterns—retries, dead‑letter topics, idempotency, circuit breakers—and shows code snippets for Spring Kafka error handling. It also demonstrates integrating AWS Lambda as a...
One of my most painful realizations using agentic systems is that they treat all work-in-progress as ephemeral. They’ll gladly reset your branch or dev database to “try something”, because they expect to write working code eventually. Never manually add code while...
Fragments: code review isn't just catching bugs, what role for observability in agentic programming, what we lose with GPS over maps https://t.co/f2tfkLanN4
OpenText Application Quality Management (AQM) builds on the legacy Mercury Quality Center platform and targets governance‑heavy, regulated environments where end‑to‑end traceability and auditability are mandatory. Tricentis qTest, delivered primarily as a SaaS solution, is engineered for agile and DevOps teams...
"Formal methods and test suites are flight simulators. Production is flying the actual plane. Observability is how you fly it." -@mipsytipsy Important post from Charity on why you must treat production as more than a place you go to fix...
In this episode, the Semaphore team walks through the implementation of OAuth for their MCP server, detailing the challenges of client registration, dynamic discovery endpoints, and evolving MCP specifications. Amir shares practical lessons learned from testing across multiple agents, handling...
Honestly, @Trae_ai on Linux is exactly what I needed, an intelligent assistant that understands my workflow and speeds up development in my preferred environment. With Minimax M2.7 now built in, I can take on even more complex tasks effortlessly. https://t.co/1kmZKxIeBt https://t.co/S5QDeHBm04
Mozark announced a $40 million Series B round led by the International Finance Corporation and RMB Capitalworks, with participation from Kalaari Capital. The funding will fuel international expansion, strategic acquisitions, and deeper AI‑assisted testing across the digital stack. The raise underscores...
JFrog unveiled its Agent Skills Registry, a secure catalog that governs AI agent skills, models, and software packages. The registry is validated through early integration with NVIDIA, supporting the NVIDIA OpenShell runtime and AI‑Q Blueprint. It leverages Artifactory to scan,...
On day 150 the author shifts focus from building a high‑throughput log processing system to shipping it via multi‑cloud Infrastructure as Code templates. The IaC blueprints enable a single‑command deployment to AWS, Azure, or Google Cloud, turning containers, databases, caches,...
Chainguard unveiled the Guardener, an AI‑driven agent that automatically converts bloated, legacy Dockerfiles into minimal, zero‑CVE Chainguard container images. The tool rebuilds Dockerfiles layer by layer, validates functional equivalence, and delivers migration reports, cutting conversion time from weeks to under...
I added a /codex skill that does plan and code review in Claude Code and it has found so many more bugs and helped with far more elegant architectural designs And tomorrow I will launch native Codex support so you can...
