Know What's Happening in DevOps
Know What's Happening in DevOps
Quess Corp's new report projects India's data centre market will expand 136% to $13.11 bn by 2034. The study warns that a severe shortage of AI‑focused and DevOps talent could become the sector's biggest constraint, threatening the pace of infrastructure rollout.
Kiro + Opus 4.6 🤖 Struggling with - cross account lambda layer permissions and recognizing they are needed - CORS issues - maintaining correct variables and ARNs for multi-region deployments - Repeated unbound variables in complex bash scripts - making up variables that don’t exist -...
GitLab Duo Agent Platform’s Code Review Flow introduces an agentic AI reviewer priced at a flat $0.25 per merge request, tackling the growing code‑review bottleneck that has surged 91% on AI‑assisted teams. Engineers now wait a median 13 hours for PR...
GitLab 18.10 introduces a usage‑based credit model that lets free GitLab.com teams purchase monthly GitLab Credits to unlock the Duo Agent Platform without upgrading their subscription. The shared credit pool grants all members access to AI agents for planning, code...
Pulumi has released version 1.1.0 of its pulumi-policy-opa plugin, making OPA/Rego a stable, first‑class policy language alongside TypeScript and Python. The update introduces full feature parity, including resource‑level and stack‑level policies, configurable enforcement levels, and metadata annotations. A key addition...
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Harness released MCP server v2, slashing the tool count from over 130 to just 11 while still covering 125+ resource types across its DevOps platform. The redesign replaces a one‑tool‑per‑API model with a registry‑based dispatch system, cutting context‑window consumption from roughly...
Red Hat OpenShift’s ClusterLogForwarder (CLF) lets operators route logs selectively using drop and keep filters, moving away from a collect‑everything model. By defining pipelines that fork streams to Loki for developer logs and to remote syslog or S3 for audit...
GitLab 18.10 adds AI‑driven security features that cut vulnerability triage time and automate remediation. The release ships generally available SAST false‑positive detection, beta agentic SAST vulnerability resolution, and beta secret false‑positive detection, all powered by the GitLab Duo Agent Platform....
GitLab introduced Code Review Flow, an AI‑driven automated code review feature within its Duo Agent Platform. The service scans merge requests, incorporates repository context, security findings and compliance rules, and delivers structured inline feedback. It can run hundreds of reviews...
UST has broadened its partnership with test‑automation leader Tricentis to cover Australia and New Zealand. The collaboration will deploy Tricentis’s platform to modernise testing, shorten test‑cycle timelines and reinforce Agile and DevOps delivery models. UST’s Australian vice‑president Kumaran C R highlighted the...
Reducing the QA phase to one day to make up for delays in the design phase is a massive trap.
Test hooks attach existing test and lint commands to deterministic lifecycle events in AI coding agents such as Claude Code and Cursor. When the event fires, the command runs automatically and a non‑zero exit code blocks the agent, forcing an...
Capital One’s developer experience (DevEx) team, led by SVP Catherine McGarvey, recently retired an AI‑driven ticket‑assignment tool after engineers expressed dissatisfaction. The group emphasizes "enablement"—providing the right tools, knowledge, and feedback—to boost productivity across its 14,000 technologists. AI tooling is...
We gave every person at Wynter 1 week to build their own AI agent. Budget of about 4 hours each. Today was demo day. Everyone presented what they built. Most had never built anything like this before. Some had zero technical background....
A new release from @cursor_ai turns its internal security agents into reusable templates teams can deploy themselves. For developers, that could mean continuous security checks — but it raises questions about trusting AI to review code. 🔗Story here: https://t.co/yp2DZC9LrL https://t.co/ugKk1HaKki
Observability spend is exploding across large engineering orgs, not because of vendor pricing but due to unchecked telemetry generation. Companies report monthly bills exceeding $200,000 while most data lacks proper service attribution and often contains leaked credentials. Auto‑instrumentation and high‑cardinality...
The most underrated AI role right now: DataOps Engineer. Not the ML engineer. Not the data scientist. The person who designs automation and testing infrastructure that makes everyone else dramatically more effective. Infrastructure that runs without you. That's the whole job. https://t.co/Cng5iC1BEB
Camunda announced a three‑phase overhaul of its Helm charts after Bitnami moved many public container images to a legacy repository that no longer receives security patches. Version 8.8 updates chart references to the legacy repo and introduces Camunda‑maintained enterprise images...
AI-driven coding tools are delivering software at unprecedented speed, but testing, security, and deployment processes have not kept pace. This mismatch creates a risk to application integrity, defined as continuous, measurable assurance that software works as intended. SmartBear introduces BearQ,...
On March 18, 2026, Nvidia unveiled OpenClaw, an agentic AI personal assistant that amassed over 250,000 GitHub stars in less than four months, overtaking React as the most‑starred non‑aggregator project. The launch, announced at GTC 2026 in San Jose, drew...
On March 18, 2026, Checkmarx announced a redesigned Checkmarx One platform that adds autonomous AI security agents for DevOps teams. The rollout, detailed by CEO Sandeep Johri, introduces Triage Assist, Remediation Assist, AI Supply Chain Security, AI‑enhanced SAST and DAST...
On March 18, 2026, GitGuardian released its fifth State of Secrets Sprawl report, revealing an 81% year‑over‑year surge in AI‑service credential leaks and a total of roughly 29 million secrets exposed on public GitHub repositories. The findings, presented by CEO Eric Fourrier,...
On March 17, 2026, Chainguard announced Chainguard Actions, a suite of secure‑by‑default CI/CD workflows that protect software supply chains for developers and AI coding agents. The product integrates with popular pipelines such as GitHub Actions and is backed by the...
In 2025 AI‑driven agents surpassed humans, accounting for 51% of web activity and driving a 693% YoY surge in generative‑AI referrals to retail sites. Legacy web stacks, built for human think‑time and CDN caching, crumble under the high‑concurrency, zero‑latency demands...
Rafay, an NVIDIA Inception startup, unveiled an AI Grid orchestration platform that turns existing telco edge infrastructure into a self‑service, multi‑tenant AI factory. The solution lets operators express intent—such as latency, cost, or security requirements—and automatically places GPU workloads across...
Pulumi introduced the fn::final built‑in function for its Environments, Secrets, and Configuration (ESC) service. The function lets users flag configuration values as final, preventing child environments from overriding them. When an override is attempted, ESC emits a warning and retains...
Last 6mo of @vercel build & deploy perf ships: ① 𝙼𝚊𝚛 𝟼 - 𝟷.𝟸𝚜 - 𝟹.𝟽𝚜 𝚏𝚊𝚜𝚝𝚎𝚛 🆕 Deployment step now 15% faster ② 𝙹𝚊𝚗 𝟸𝟹 - 𝟼𝟶𝟶𝚖𝚜 - 𝟻𝚜 𝚏𝚊𝚜𝚝𝚎𝚛 Faster deploys with improved function caching ③ 𝙹𝚊𝚗 𝟷𝟺 - 𝟸.𝟾𝚜 - 𝟷𝟸𝚜 𝚏𝚊𝚜𝚝𝚎𝚛 Reduced...
Sauce Labs announced the general availability of Sauce AI for Test Authoring, an AI agent that converts business intent into framework‑agnostic, executable test suites for web, Android and iOS. The tool promises 90% faster test case generation, 99%+ automated coverage,...
The post argues that traditional, provisioned infrastructure is over‑engineered for early‑stage projects and promotes a serverless “Indie Hacker Stack” that scales to zero. By using Vercel’s edge compute, Supabase’s managed database, and Upstash’s serverless cache, developers can launch globally‑distributed apps...
Cypress has launched the beta of Cloud Model Context Protocol (MCP), a remote server that links AI coding assistants directly to Cypress Cloud test data. By exposing real‑time run statuses, failure details, stack traces, and flaky test reports, MCP eliminates...
OpenTelemetry announced the deprecation of its Span Event API, shifting new event emission to the Logs API. The change removes the overlapping span‑event and log‑based event models, while preserving existing span‑event data through a compatibility layer. Language SDKs will phase...
Netflix migrated its Kubernetes workloads from Docker to containerd and uncovered a severe container‑initialization slowdown caused by per‑layer UID mapping and mount‑lock contention, especially on legacy Intel Xeon r5.metal instances. The problem manifested as 30‑second health‑check delays after scaling to...
Observability leader Grafana and chaos‑engineering platform Steadybit have each released Model Context Protocol (MCP) servers, enabling seamless LLM‑driven integration. By connecting the two MCP endpoints, SRE teams can ask large language models to combine real‑time dashboards, alerts, and historical incident...
KiloClaw’s one‑click, 60‑second deployment removed the infrastructure hurdle for AI agents. However, users quickly hit a second wall: configuring external integrations and defining workflow logic. The company discovered that documentation alone didn’t move users past this point. To solve it,...
So this turned into build an environment to run in. I wrote a script to deploy all the resources with guidance: Tested and deployed so far: Org root user and role Root policies Root permission boundary ou accounts - iam - KMS - dns - jobs - work - backup...
For those running AI/ML models on Kubernetes, do you feel pinned to one region? Not great. We just previewed the @googlecloud multi-cluster GKE Inference Gateway. Scale inference workloads across clusters, even across regions. https://t.co/t6vL4a7ZEH https://t.co/MTpFrlroKp
In Kubernetes clusters, pod resource requests are the primary input for multiple control loops, including scheduling, cluster autoscaling, and pod autoscaling. When requests are inflated, stale, or omitted, the platform over‑provisions capacity, leading to wasted spend and performance degradation. The...
If you haven't already, tail your server logs and filter by requests that take longer than 500ms. Copy paste it all into Claude and say "pls fix". Instantly faster app.
The post walks through building a production‑grade real‑time monitoring dashboard that ingests over 40,000 events per second using Kafka Streams. It shows how windowed aggregations, percentile calculations, and anomaly detection run on RocksDB‑backed state stores with exactly‑once guarantees. The stream...
Chaos engineering began with fault‑injection tools at Amazon and Netflix’s open‑source Chaos Monkey, evolving into hypothesis‑driven experiments. Gremlin, launched in 2016, packaged safety controls, methodology, and CI/CD integrations to make the practice scalable across organizations. The approach now includes automated...
The article details the "i2code implement" subcommand, which orchestrates Claude Code to turn a structured plan into a production‑ready pull request using test‑driven development. It combines deterministic Python setup with AI‑driven code generation, handling setup, recovery, and a repeatable implementation...
The article ranks the eight top machine‑learning platforms for 2026, highlighting Google Vertex AI, IBM watsonx.ai, SAS Viya, Azure OpenAI Service, Dataiku, Amazon Personalize, Python’s ecosystem, and B2Metric. It bases the selection on G2’s Winter 2026 Grid® data, user reviews, and a criteria set that includes lifecycle...
Meta has announced a renewed commitment to the jemalloc memory allocator, a component it has used for nearly two decades across its infrastructure. The company plans to modernize the codebase, reduce technical debt, and enhance features such as the hugepage...
The OpenShift migration advisor is a free, self‑service tool that evaluates VMware workloads for migration to Red Hat OpenShift. It connects to a vCenter environment via an RVTools inventory file or an OVA agent and produces a detailed report covering...
The Kubernetes image promoter (kpromo) was completely rewritten, shedding about 20% of its code and adopting a modular, seven‑phase pipeline. The nine‑step effort introduced adaptive rate limiting, clean interfaces, a dedicated pipeline engine, and native SLSA provenance, vulnerability scanning, and...
Artificial intelligence has moved from conversational assistants to autonomous agents that act on behalf of enterprises, introducing new reliability challenges. The article highlights three primary risks: unstable network connections, cascading dependency failures, and the non‑deterministic nature of model outputs. It...
OpenShift Service Mesh 3.3 is now generally available, built on Istio 1.28 and Kiali 2.22, and runs on OpenShift Container Platform 4.18+. The release adds post‑quantum cryptography support with the hybrid X25519MLKEM768 key exchange, expands ambient mode with multicluster technology preview and FIPS...
NVIDIA DSX Air provides a full‑stack simulation that lets cloud providers validate networking, GPU servers, storage and connectivity before any rack is shipped. Rafay layers a self‑service orchestration platform on top, enabling multi‑tenant, governance and workflow testing alongside the hardware...
Grafana has introduced one‑click integrations for its Drilldown apps, enabling users to add panels to dashboards, create alerts, and save searches without leaving the exploration view. The updates also bring an enhanced OpenTelemetry log display that surfaces key metadata inline,...
Which tool is best for beginners starting DevOps? 👇 1️⃣ Docker 2️⃣ Linux 3️⃣ Git & GitHub 4️⃣ Kubernetes
