The latest ‘2025 State of DevOps Report’ reveals that DevOps skills have become an essential requirement for career survival. 40% of enterprises list them as “must-have,” with another 43% indicating they will soon be mandatory. Employers value practical experience more than training certifications. Despite the high popularity of AIOps and DevSecOps, their actual implementation is still in its early stages.
Recently, I encountered a related but more advanced conceptâAgentic DevOps. After spending time reading Microsoft Azure’s introductions, GitHub’s latest documentation, and some open-source practices, I compiled these notes. The purpose is to document my learning process and provide reference for colleagues. The following content is based on publicly available information and my understanding, without any exaggerated predictions.
The Explain Error Plugin introduces two significant updates: support for custom context information and folder-level AI provider configurations. These two features make the plugin more flexible and robust for use in enterprise environments.
Recently, I received some user feedback, and I immediately enhanced the Explain Error Plugin, adding two very practical features: support for specifying the language of the explanation content output and support for obtaining AI return values in Pipeline.
Today, with the widespread adoption of microservices, hybrid clouds, and containerized deployments, IT systems have become exceptionally complex. When thousands of alert messages flood in, traditional operations models struggle. AIOps (Artificial Intelligence for IT Operations), an AI-driven transformation, is emerging as the “lifeline” for IT operations management. This article combines key insights from IBM, ServiceNow, GitHub, and Red Hat to provide a comprehensive overview of AIOps.
This article provides a detailed explanation of GitHub’s AI-related concepts and their hierarchical relationships through fact-based explanations and analogies, helping readers clarify the meaning and function of terms like Models, Agents, Spaces, and Spark.
py-eol is a lightweight tool that helps you quickly determine if a Python version is expired or approaching EOL. It’s suitable for local use and can also be integrated into CI/CD for more reliable version management in projects.
As an open-source project maintainer, I deeply understand the pain of “installing dependencies”. To save users a couple of command lines, I spent time packaging gnuplot into an out-of-the-box Python packageâgnuplot-wheel. This article shares the birth story and practical value of this little wheel.
In software development, Brooks’s Law states that “adding manpower to a late software project makes it later.” This post uses the analogies of roasted chicken and pregnant women to deeply explore the reasons behind this phenomenon and offers practical solutions.
After a month of intermittent development and testing, I have finally completed this major update. This is the biggest update Commit Check has received since its inception.
This article introduces the new feature of Jenkins Explain Error Plugin, which is the support for Ollama local models, helping users more efficiently analyze and resolve build errors.
Discovered my blog has more English than Chinese readers? So I used GitHub Actions + Gemini API to automatically translate articles into English, saving time and effort.
Some say open source is useless, yielding neither profit nor time savings. But through four years of dedication, I’ve discovered three unexpected rewards: increased visibility for my work, connections with exceptional people and projects, and the accumulation of long-term value. These rewards are applicable to every developer.
How to assess and improve your team’s DevOps maturity. Official release of the DevOps Maturity open source project, with assessment tools and practical guides.
This article records the process of revamping my blog after eight years, from migrating from Hexo to Hugo, to the functional and design improvements of the new blog.
This article introduces a new feature of the Jenkins Explain Error Plugin that supports for Google Gemini model for error analysis. It provides configuration methods and an example video.
Introducing my first Jenkins plugin: Explain Error Plugin. It automatically analyzes build failure log information and generates readable error explanations, helping developers locate and solve problems faster.
How to temporarily fix it via the Script Console, and how to make it permanent by modifying Jenkins startup parameters. This method is suitable for internal Jenkins environments and has been tested on modern Jenkins installations.
Leverage Bitbucket’s Commit Message Templates feature to automatically write PR descriptions into Git commit messages, ensuring crucial information isn’t lost with tool changes.
In Jenkins, the disableConcurrentBuilds option is used to manage concurrent builds. This article explains how to conditionally set the abortPrevious value based on the branch being built, allowing for more flexible build management.
In DevOps, CI/CD pipelines require continuous maintenance and refactoring. This article explores why CI/CD is not a one-time construction project, but a system that requires long-term investment and continuous evolution.
asdf-clang-tools is an asdf plugin for installing and managing Clang Tools, such as clang-format, clang-tidy, clang-query, and clang-apply-replacements.
In enterprises, documentation tools like Wiki and Confluence, if lacking unified management and review mechanisms, can lead to information chaos and knowledge sedimentation failure. This article explores how to avoid this situation and draws on the successful experiences of open-source communities.
uv is a Python package management tool developed by the Astral team. It replaces the functionality of pip, venv, and pip-tools, offering faster dependency resolution and a more modern project management approach.
cpp-linter-action is a GitHub Action that provides C/C++ code formatting and static analysis capabilities. It uses clang-format and clang-tidy, supporting various configurations and custom rules. Since its creation in 2021, the project has been used by several well-known organizations and open-source projects.
Many programmers, especially those in China, are frustrated by access issues with GitHub. This article shares my personal experiences and reflections on network problems.
In open-source projects or team collaborations, Sphinx + ReadTheDocs provides an easy-to-maintain, automatically deployable documentation system. This article documents the configuration process and considerations.
Markdown and reStructuredText (RST) are two commonly used markup languages. This article compares their advantages and disadvantages and shares usage suggestions in different scenarios.
Following Broadcom’s acquisition of VMware, many enterprise users are seeking alternatives. Nutanix, as a hyper-converged infrastructure (HCI) solution, offers lower costs and a simpler management interface, making it a good option.
After two months of continuous improvement, gitstats now supports JSON output, code refactoring, argparse replacing getopt, and full compatibility with Windows and macOS. Welcome to use and Star support!
This article explains how to use Jenkins Docker Cloud for building and deploying applications, including setting up a Docker host and creating custom Docker images.
This post details the revival of the GitStats project, including its migration to Python 3, the creation of a modern CI/CD pipeline, publication to PyPI and Docker, and future improvement plans.
This article introduces the differences between pip and pipx, helping developers choose the right tool to manage Python packages and command-line tools.
This article discusses the optimizations made during the Jenkins upgrade, including using Docker Compose for deployment, refactoring the Jenkins Shared Library, introducing Windows Docker Containers, and more to enhance the efficiency and security of the CI/CD process.
This article introduces the Conventional Branch specification, which provides a structured naming convention for Git branches to enhance readability and collaboration.
This article introduces the installation, usage, and verification methods of the GaraSign code signing tool, helping developers achieve secure code signing.
This article introduces the concept and importance of code signing, along with a comparison of two common code signing tools, emphasizing its role in software supply chain security.
This article introduces the Reusable Workflows feature of GitHub Actions, helping developers and teams manage and reuse CI/CD processes more efficiently.
This article introduces the new feature of cpp-linter-action Pull Request Review, allowing developers to directly submit code modification suggestions on GitHub, improving code quality and collaboration efficiency.
Introducing the catchError step in Jenkins pipeline to handle specific errors without failing the entire build, allowing for more flexible error management.
This article introduces how to implement software supply chain security using SLSA and Witness for both GitHub and non-GitHub projects, enhancing the security of software development and deployment processes.
This article introduces the concept and working mechanism of Witness, and how to use Witness to generate and verify the provenance of software artifacts, emphasizing its importance in improving software supply chain security.
This article documents the problems encountered when upgrading from IBM XLC 10.1 to XLC 17.1 (IBM Open XL C/C++ for AIX 17.1.0) and how to fix the errors.
This article describes how to resolve SSL certificate validation issues when uploading artifacts from a Jenkins agent to Artifactory, including generating a security certificate file and importing it into Java’s cacerts.
This article explains how to resolve an SSL certificate verification issue on AIX when uploading artifacts to Artifactory via Jenkins, including updating Javaâs cacerts file.
This article documents the problems and solutions encountered when creating a NuGet Organization, especially regarding the use of corporate email addresses.
This article introduces the concept, advantages, use cases, and how to use Docker Buildx Bake to accelerate the building and management of multi-platform images.
This article introduces the definition of SBOM, its relationship and differences with SLSA and Black Duck, best practices, and available generation tools, helping readers better understand and apply SBOM.
This article introduces how to use the Commit Check tool to verify whether Git commit messages, branch names, committer usernames, and committer email addresses conform to specifications.
This article introduces the concept, purpose, and levels of the SLSA framework, and how to apply SLSA in the software supply chain to improve security. It helps readers understand the importance of SLSA in software development and deployment.
This article introduces some best practices for Jenkins pipelines, aiming to help developers and operations personnel optimize Jenkins’ performance and maintainability.
This article explains how to implement [skip ci] functionality in Jenkins multi-branch pipelines, allowing you to skip builds based on commit messages.
This article explains how to resolve the “Temporary failure in name resolution” issue in WSL by configuring DNS settings and ensuring persistent changes.
This article explains how to restrict access to a critical Linux machine by modifying the /etc/security/access.conf file, allowing only specific users to log in.
This article introduces how to develop on Windows using WSL, VS Code, and Docker Desktop. It provides detailed installation and configuration steps, as well as the advantages and experience of using these tools.
This article introduces the key components and standards in the container ecosystem, such as Docker, containerd, CRI, CRI-O, OCI, and runc, explaining their relationships and how they work together.
This article describes how to separate a forked repository from its parent repository using GitHub Support, avoiding data loss from deletion and reconstruction, and helping developers better manage forked repositories.
This article explains how to resolve the “The Pip Inspector tree parse failed to produce output” error in Black Duck Detect, including the root cause and solution.
This article compares Vagrant and Docker, analyzing their respective use cases and advantages to help readers choose the right tool for managing virtual machines or containers.
This article introduces the concept and history of Vagrant, and how to use Vagrant to create and manage virtual machines, emphasizing the advantages of Vagrant over traditional virtual machines.
This article introduces the basic concepts, advantages, and ranking of the Go programming language. It also guides beginners on choosing between learning Python or Go, providing practical learning suggestions and resources.
This article shares some best practices to follow when writing Dockerfiles and using Docker, including suggestions on multi-stage builds, image optimization, and security.
This article presents the key findings and trends from the 2021-22 World Quality Report (WQR), highlighting the impact of the COVID-19 pandemic on software quality and testing, and the crucial role of QA in Agile and DevOps.
This article introduces the basic concepts of Polaris, the supported programming languages, how to use the SaaS platform, and how to configure and run Polaris for static code analysis. It also provides example YAML configuration files and how to view the analysis results.
This article explains how to integrate SonarQube Community Edition with Maven, Gradle, and other projects, including the necessary configurations and Jenkins pipeline setup.
This article documents the steps to install SonarQube, configure LDAP, and set up PostgreSQL as the database. It also includes troubleshooting tips for common issues encountered during setup.
This article explains how to resolve the “hidden symbol `__gcov_init’ in ../libgcov.a(_gcov.o) is referenced by DSO” error when building a project with Gcov, including how to ensure symbols are not hidden.
How to add or update the build status of a specific commit in Bitbucket using its REST API. It includes a shell script example for updating the build status and provides context on when to use this functionality.
This article briefly introduces the concept, importance, common metrics, working principle, and mainstream tools of code coverage, emphasizing that code coverage metrics should not be over-relied upon.
This article shares how to use Gcov and LCOV to metrics code coverage for C/C++ projects. It explains the steps to compile, run tests, and generate coverage reports, including example commands and expected outputs.
This article explains how to handle Jenkins job timeouts effectively by using try and catch blocks to ensure the job fails correctly when a timeout occurs.
This article documents two issues encountered when using Jenkins for Git clone on AIX and their solutions, including dependent library loading failure and SSH authentication failure.
Encountered slow upload speeds and occasional failures when uploading artifacts to JFrog Artifactory. This post shares the troubleshooting process and lessons learned.
This article explains how to resolve the issue of ESlint HTML report not displaying correctly in Jenkins jobs due to Content Security Policy restrictions, including the steps to configure Jenkins to allow the report to load properly.
This article introduces the conventional branch naming specification, including the purpose of branch names, key points, and basic rules for naming branches in Git. It also provides examples of branch prefixes and their meanings.
This article explains how to download the entire folder artifacts from JFrog Artifactory when the “Download Folder functionality is disabled”. It provides a workaround using Artifactory REST APIs to retrieve and download artifacts programmatically.
This article explains a common issue with Windows installers where a pop-up appears unexpectedly, and how to resolve it by correcting the build folder naming convention.
This article introduces the concept of Pythonic code and demonstrates through examples how to write more concise and elegant Python code, helping developers improve code quality and readability.
This article explains how to set different default parameters for different branches in Jenkins multibranch pipelines, allowing for dynamic configuration based on the branch being built.
This article introduces Google’s code review principles and shares practical experience on how to effectively implement code review in a team, including process control and automated checks.
This article explains how to resolve the issue of Windows agents not starting after upgrading Jenkins, including the necessary steps to update the Windows Slaves plugin and modify configuration files.
This article explains the difference between result and currentResult in Jenkins pipelines, including examples of how they behave in both declarative and scripted pipelines.
Provides a list of recommended settings for Bitbucket and GitHub repositories, including enabling force push rejection, branch protection, tag management, merge checks, and commit message standards.
This article explains how to open port 22 on Windows and ensure it is listening, which is necessary for SSH connections. It includes steps to install OpenSSH and configure the firewall.
This article explains how to enable and disable git sparse-checkout, including examples of how to configure sparse-checkout for specific directories and how to reset it.
This article describes how to resolve issues with the unavailable Verisign timestamp server, providing alternative timestamp server addresses to help developers successfully complete code signing.
This article explains how to backup Jenkins using the ThinBackup plugin and shell scripts, ensuring that your Jenkins configuration and build data are safely stored.
This article introduces the concepts, advantages, working principles, and best practices of JFrog Artifactory, helping readers understand how to use Artifactory to manage software artifacts.
This article introduces how to formulate and implement Git commit message and branch creation conventions to improve code quality and team collaboration efficiency.
