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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Using Cortex AI Assistant to Clean Flags

Every team ships feature flags. Nobody owns the cleanup. The result is predictable: ownership gaps, environmental drift, complex targeting nobody remembers writing. In this Feature Friday, Cortex VP of Product Kara Gillis walks through how she triaged nearly 100 of our own LaunchDarkly flags using the Cortex AI Assistant in Slack. The Assistant queried our internal Feature Flag Scorecard and returned.

Zero-Code OpenTelemetry for Vert.x

Drop a JAR on the JVM. Get distributed tracing, RxJava context propagation, log-trace correlation, and Vert.x internal metrics. No code changes. No Maven dependency. Java 8–21. Inside the design of last9/vertx-opentelemetry v2.3.4. Prathamesh works as an evangelist at Last9, runs SRE stories - where SRE and DevOps folks share their stories, and maintains o11y.wiki - a glossary of all terms related to observability.

The zero-trust agent: why your AI needs a sandbox, not a blank check

Key takeaway: Granting AI agents unrestricted access to cloud infrastructure is an unacceptable security risk. Upsun provides a "zero-trust" framework by utilizing isolated, production-perfect preview environments that allow AI to be productive without the risk of a hallucinated production outage.

A New Era of Linux Kernel Vulnerabilities

There have been TWO major kernel vulnerabilities announced this week. Copy-Fail (CVE-2026-31431) was announced on April 30th. Dirty Frag (CVE-2026-43284), also known as 'Copy Fail 2: Electric Boogaloo' announced literally hours ago. Both have already been patched on Cycle, and our users can receive this update simply by restarting their nodes. The Linux patch was released less than an two hours ago, and we're the first to get it to our customers.

Backup vs Disaster Recovery: They're NOT the Same Thing | Resilience Testing | Harness

Having backups doesn't mean you have disaster recovery. And that gap could kill your business. Backups are just data snapshots stored safely for restoration when files get corrupted or deleted. Disaster recovery is your complete operational playbook for bringing back servers, applications, networks, and entire infrastructure after catastrophic failures. You can restore every byte of data from backup and still watch your business stay offline for hours or days because you lack the recovery procedures, failover systems, and tested runbooks to actually get operations running again.

How to Improve Your Documentation with AI (CircleCI Chunk Tutorial)

AI coding assistants help you ship features fast, but documentation almost never keeps up. In this Ship Smarter session, we'll show you how CircleCI's Chunk autonomous CI/CD agent automatically analyzes your codebase, identifies documentation gaps, and opens a pull request with improvements. No manual writing required. In this video.