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The default GitHub actions/setup-go action degrades parallel Go CI performance due to incomplete cache keys and stale writes. A new open-source action, cloudx-io/setup-go, resolves this with job-specific and run-ID-based keys, cutting test job runtimes by 69%.
AI-generated code often passes basic CI but contains subtle bugs like vacuous tests or off-by-one errors. This article details a multi-tier CI/CD pipeline using AST analysis, property-based testing, and mutation testing to catch these issues and annotate GitHub PRs with actionable SARIF reports.
Agentic coding lets AI agents write, test, and submit code autonomously, shifting the bottleneck from writing to governing code in production. Enterprises face rising failures, unclear ownership, growing costs, and weakened controls, which require a unified pipeline visibility layer.
This article describes how a team implemented a bot to auto-approve and merge 15% of low-risk pull requests, aiming to reduce code review bottlenecks and improve development velocity. The system relies on custom deterministic linters, basic end-to-end tests, and a risk scoring mechanism to identify safe changes.
Codename One is moving its Maven artifacts from Sonatype’s Maven Central to a self‑hosted Cloudflare R2 bucket. Phase 1 reduces release payloads (from 229 MB to 77 MB) by dropping fat‑JARs and freezing stable deps, adds dual‑publish, and updates generated POMs to include a custom repository for both dependencies and plugins. After a three‑week observation window (ending Aug 28 2026) new releases…
AWS Elastic Beanstalk now offers a fully‑managed Cluster Mode that runs multiple applications on a shared Amazon EKS cluster, handling containerization, scaling, patching and observability automatically. It adds AI‑driven troubleshooting, OpenTelemetry support and standard deployment strategies while charging only for the underlying AWS resources.
This article argues that independent microservice deployments, while seemingly fast, often lead to complex and fragile releases due to environment drift and implicit dependencies. It advocates for "application-level releasing," where a consistent, validated snapshot of interdependent components is promoted together across environments to restore predictability and stability.
This blog walks through the open‑source DevOps Agent Kit, which lets Claude Code or Cursor act as a DevOps assistant by connecting to CloudBees Unify, Jira, and Slack via MCP servers and to GitHub via the CLI. It provides a repeatable setup (Docker, Node, env file) and seven slash commands for pipeline overview, triage, security, release readiness, flag management, CI health scoring, and Jira tic…
CloudBees Smart Tests uses GenAI-based semantic analysis to select only relevant tests for code changes, reducing CI runtime by 35-70% and providing immediate feedback. It avoids statistical models, requiring no historical data, and also groups failures and deprioritizes flaky tests.
act runs GitHub Actions locally in Docker, letting you test PR‑triggered workflows without merging to main.
Jenkins' JSON API can return huge payloads; the depth parameter limits nesting but still may be large. The tree query parameter lets you explicitly request only the fields you need, cutting response size dramatically.
The DevOps Agent Kit is an Apache‑2.0 open‑source starter kit that lets you plug an LLM‑based coding assistant into your existing CI/CD, security, and feature‑flag tooling via CloudBees Unify. It ships with seven read‑only example skills, enforces RBAC and audit trails, and normalises data from up to 63 tools so the agent can answer a single “are we good to ship?” question with verifiable evidenc…
The article walks through configuring Jenkins to launch EC2 instances as build agents on demand, covering AWS IAM setup, security groups, key pairs, AMI selection, and the Jenkins EC2 plugin configuration. It shows how idle termination can keep costs low while providing elastic build capacity.
A practical walkthrough of Jenkins shared libraries: repository layout, global vs scoped loading, a simple Groovy var (gbuild) that wraps Gradle, and the steps to configure and use the library in a pipeline.
Jenkins now supports a build‑branch strategy to skip the initial build that runs when a multibranch job first indexes its branches. Install branch‑api 2.3.0+ and basic‑branch‑build‑strategies 1.3.0+, then enable **Skip initial build on first branch indexing** in the job’s Build strategies UI. The strategy works by overriding `BranchBuildStrategy.isAutomaticBuild` in the plugin code.
Jenkins Configuration as Code (JCasC) lets you define the Jenkins controller via declarative YAML that mirrors the UI model. The plugin can generate exhaustive documentation and a JSON schema for the YAML, enabling IDE assistance. It also offers a REST API to dry‑run configs before applying them. The post links to related series entries and community resources.
The article defines continuous security as an AI‑augmented, unified control plane that embeds security checks into CI/CD pipelines, contrasting it with fragmented tool sprawl that creates alert fatigue. It promotes CloudBees Unify as a solution that deduplicates findings, enforces policy‑as‑code, and automates audit evidence.
The copyartifact plugin now supports Jenkins Pipeline via a core step (v1.34). Use the generic `step([$class: 'CopyArtifact', …])` syntax to pull artifacts from another job, with all existing options available through the Snippet Generator. A native pipeline step is planned.
ElectricCommander 4.2 adds a redesigned Resources UI, bulk agent install/upgrade, optional trusted SSL connections, zone‑based segmentation with gateways, new API commands, JSON transport, and a bundled standard license. The release is a typical product update with no deep technical analysis.
CloudBees Unify is a control‑plane layer that aggregates data from existing CI/CD, security, and release tools to give a single delivery record. It claims to improve test efficiency (98 → 30 min) and enforce governance policies across pipelines, with an AI assistant for incident triage. The post is a product‑focused webinar recap with limited technical depth.
The article is a vendor‑authored marketing piece that lists criteria for picking a GitLab alternative and then promotes CloudBees Unify as a cross‑tool governance layer, with brief mentions of other tools (GitHub, Jenkins, Azure DevOps, Harness, CircleCI). It contains a few quoted survey percentages but no technical deep‑dive, code, architecture diagrams, or independent evaluation.
The article argues that Harness’s “free migration” offer hides significant downstream costs (training, pipeline rebuilds, compliance recertification) and that even after migration you still lack unified governance across heterogeneous CI/CD tools. CloudBees positions its Unify control plane as a tool‑agnostic layer that adds visibility, continuous governance, AI‑driven test selection, and hybrid…
Vercel now lets you enable Turbo build machines on a per‑deployment basis via a commit flag, CLI option, or REST API field, giving temporary extra resources without changing project defaults.
The article explains what Jenkins is—a free, open‑source CI/CD automation server that runs pipelines defined as code and can be extended via thousands of plugins. It also outlines Jenkins’ strengths, drawbacks, and how CloudBees adds enterprise‑grade security and scaling features.
CloudBees’ 2025 Year in Review announces its new Unify platform, an AI‑enhanced control layer that sits on top of existing CI/CD tools, and highlights awards and survey results.
The article argues that enterprises need a DevSecOps control plane to unify fragmented CI/CD tools, enforce security policies, and provide AI‑aware context. CloudBees Unify is presented as a solution that claims large reductions in release prep time and outages without requiring tool migration.
The article defines DevOps as a culture that aligns people, processes, and tools around rapid, reliable software delivery, and cites high‑profile companies that claim faster releases and happier engineers after adopting it.
The Jenkins Templates plugin (CloudBees) lets admins define reusable builder and job templates, propagating changes to all jobs and hiding complex configuration from end users.
CEO Moritz Plassnig’s note is a high‑level, marketing‑focused announcement about CloudBees’ vision for AI‑augmented software delivery. It contains no technical details, code, or concrete product changes—just broad statements about flexibility, governance, and future “industrialization” of development.
A marketing announcement for CloudBees' new Private SaaS Edition, a managed Jenkins‑as‑a‑Service offering that runs on private or virtual private clouds using Docker, Mesos, OpenStack or EC2. No technical details, architecture diagrams, or implementation guidance are provided.
