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介绍了「Kluever Maneuver」这一 bug 修复实践：先提交一个能通过的失败行为测试来复现 bug，再在第二个提交中修复代码并同时修正该测试，从而证明修复真正有效且每个提交都能通过 CI。
Skill Dreaming is a framework that extracts executable knowledge from a repository's pull request streams to build and continuously refine a repository-specific skill library for LLM coding agents, enabling co-evolution of PRs, repositories, and skills.
CI platform Blacksmith raised a $66 million Series C led by Sequoia at a $1 billion valuation, just two months after its Series B, as AI-generated code fuels demand for software build and validation tooling.
作者质疑在 AI 代理时代继续使用 pull request 的必要性，认为代码审查、知识共享和 CI 都可由 AI 模型与代理更高效地完成，主张转向更快速的持续集成工作流。
The article argues that the output of AI coding agents is straining traditional CI systems, creating a bottleneck that cannot be fixed by hardware alone, and promotes Dagger as a smarter software stack solution.
The PyTorch Conference North America 2026 will feature a session by Red Hat engineers on Cross-Repository CI Relay to streamline CI integration for downstream repositories. Registration details and event highlights are provided.
Lily is an automated tool that integrates backdoor detection into CI pipelines and release vetting workflows to protect open-source software from malicious commits and tampered releases.
The article discusses techniques to identify prompt degradation upon model updates, such as using pinned evaluation cases and model testing matrices, and inquires about best practices for evaluating AI agents in production.
Hyrax AI is an autonomous code review and fixing tool that connects to GitHub, audits codebases for security, correctness, performance, and other issues, writes fixes, and sends them as pull requests for engineers to review.
The tweet argues that AI language tutors should shift from chatbots to agents that focus on practical language usage through testing, akin to continuous integration in software development.
The article discusses hidden states that an AI agent should track when diagnosing CI failures, such as flaky tests, real bugs, and configuration errors, and seeks feedback on weaknesses and missing states.
Uber open-sourced SubmitQueue, a high-performance speculative merge queue that validates multiple changes in parallel against predicted future states of HEAD to keep trunk green at scale.
This article argues that traditional CI fails for AI agents and proposes replacing it with a merge queue where all tests run before merging, allowing agents to fix issues before breaking the build.
PyTorch introduces a Cross-Repository CI Relay (CRCR) that automatically triggers and tracks CI in out-of-tree backends, providing a unified dashboard for CI health.
The author shares a TDD skill for AI agents to improve test writing, based on Kent Beck's Canon TDD, and provides a GitHub link.
The article discusses the problem of flaky tests in software development and proposes a simple mechanical habit: when using a merge queue, continue to run the full test suite on main and maintain a visible list of recent main failures to help identify and eradicate flaky tests.
Tophat by Shopify is a tool that lets you test mobile CI builds on any device without building locally.
GoogleTest, Google's C++ test framework, has released version 1.18.0 which requires at least C++17, along with documentation updates and ongoing improvements.
Jenkins is a leading open-source automation server built with Java, used for CI/CD, testing, deployment, and automating development workflows.