KubeCon + CloudNativeCon Europe 2026 Co-Located Event Deep Dive: Platform Engineering Day
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 Group update. New this year are multiple AI‑focused talks that showcase real‑world implementations on internal platforms. The event targets both newcomers and seasoned practitioners seeking practical guidance and community engagement.
Master the CI/CD Flow, Not Just the Tools
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...
Why Installing Argo CD Didn't Fix Your Deployments
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...
Building Fault-Tolerant Spring Boot Microservices With Kafka and AWS
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...
Never Manually Edit Code When Using AI Agents
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...
OpenText ALM (AQM) vs Tricentis qTest: Features, Integrations, and Best-Fit Use Cases
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...
New: OAuth for MCP Servers — Lessons From Building for AI Agents
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...
Mozark Secures $40 Million Series B to Scale Real‑World Digital Experience Testing
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 Agent Skills Registry Released
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,...
Day 150: Multi-Cloud Deployment Templates - Making Your Log System Cloud-Native
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 Introduces the Guardener
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...
AI Tools Amplify Devops Misconfigurations and Workflow Friction
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 -...
Trae AI on Linux Supercharges Development with Minimax M2.7
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
India's Data Centre Market to Reach $13.11B by 2034, but Talent Gap Looms
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.
New Codex Skill Boosts Bug Detection and Design
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...
Agentic Code Reviews for $0.25 Each
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: Agentic AI Now Open to Even More Teams on GitLab
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...
From Kubernetes Gatekeeper to Full-Stack Governance with OPA
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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Designing MCP for the Age of AI Agents
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...
Optimizing Cluster Observability: A Strategic Approach to Selective Log Routing in Red Hat OpenShift
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 Brings AI-Native Triage and Remediation
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....
Code Review without the Bottlenecks or the Bill
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 Widens Tricentis Partnership to A/NZ for Testing Software Tool Boost
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...
Shortening QA to Cover Design Delays Backfires
Reducing the QA phase to one day to make up for delays in the design phase is a massive trap.
What Are Test Hooks in AI-Native Development?
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 Deprecated an AI Tool It Once Championed. Its DevEx Chief Says That’s the Point.
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...
Anyone Can Build AI Agents in Hours
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....
Cursor AI Offers Reusable Security Templates, Sparks Trust Debate
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
Why Your Observability Bill Keeps Growing (and It’s Not Your Vendor’s Fault)
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...
DataOps Engineers: The Underrated Backbone of AI Efficiency
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 8 Helm Chart Update and the Future of Bitnami Sub-Charts
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...
Application Integrity: The New Standard for AI-Era Software Quality
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,...
Nvidia’s OpenClaw Triggers Agentic AI Boom, Sparking Security Alarm and Industry Frenzy
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...
Checkmarx Launches AI‑Driven Security Agents to Transform DevOps Pipelines
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...
GitGuardian Flags 81% AI-Service Secret Leak Surge, 29M Secrets Exposed on GitHub
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,...
Chainguard Unveils Secure‑by‑Default CI/CD Actions for Developers and AI Agents
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...
The Silent Infrastructure Tax: Why AI Agents Will Break Your Legacy Cloud
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 Launches AI Grid Orchestration Solution to Help Telcos Intelligently Deploy Distributed AI Infrastructure
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...
Lock Down Values in Pulumi ESC with Fn::final
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...
Vercel Slashes Build and Deploy Times by up to 30%
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 Introduces Sauce AI for Test Authoring
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,...
Scale to Zero: How Serverless Architecture Replaces Traditional System Design
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...
Cloud MCP: Give Your AI Assistant Access to Your Test Runs
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...
Deprecating Span Events API
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 Found a Faster Way to Load Containers
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...
Using Grafana and Steadybit MCP Servers in LLM-Based Reliability Workflows
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...
We Solved OpenClaw's Hardest Problem!
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,...
Automated Multi‑Region AWS Environment Deployment Script
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...
Run AI Inference Across GKE Clusters, Any Region
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
Let Claude Auto‑fix Requests over 500 Ms
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.