GitHub AI & ML

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Describe the interface you need in plain English, then let the agent build a live surface you can both use and update—so you spend less time adapting to tools and more time getting work done. The post GitHub Copilot app for Beginners: How to build custom workflows with canvases appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：What is a developer to do when they need something more tangible than a chat box? Enter canvases. The post When chat is the wrong UI appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：In this blog post, I explain how to use the new fuzzing taskflow based on the GitHub Security Lab Taskflow Agent AI framework. The post AI-powered fuzzing with the GitHub Security Lab Taskflow Agent appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：How we rebuilt the diff surface in the GitHub Copilot app to open a million-line pull request with hundreds of inline review comments. The post Rendering huge pull requests in the GitHub Copilot app appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：We dive into these questions and other AI hot takes on the latest episode of the GitHub Podcast. The post Should you read the code, is RAG dead, and did Skills kill MCP? appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：A rewrite this size wasn't affordable before agents. Here's what porting the Copilot agent runtime to 800,000 lines of production Rust actually took. The post Migrating the GitHub Copilot runtime to Rust, using Copilot appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：If you can write down how you do your work, you can automate it. Here's what I did to support GitHub's APAC marketing team. The post Marketing ops as code: Automating events from planning to follow-up on GitHub appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Checking agent-generated code usually means hopping between tabs. Learn how to view diffs, run terminal commands, and preview web apps side by side in the GitHub Copilot app. The post GitHub Copilot app for Beginners: Using the diff, terminal, and browser appeared first on The GitHub Blog.

GitHub 发布 Project HydraFusion 研究预览，通过自动在多个提供商的模型之间编排“单模型、级联、批判”等工作流，为编码任务平衡质量、成本和延迟。离线评估显示，在保持前沿质量的同时可将估算工作流成本降低约 36%–67%。

了解如何在 GitHub Copilot 应用中并行运行多个代理，体验这种从感到混乱到掌控全局的转变。每个代理会话独立运行，互不干扰，让你在更短时间内完成更多任务。

GitHub 博客介绍了 Copilot 降低 AI 编码成本的四个实践：不要只看单次工具调用的 token 数，而应从完整任务出发。通过选择性压缩噪音输出、删除不再使用的行号格式、用行为测试保护提示词压缩、以及批量直接交付后台完成结果，团队在离线/在线实验中让推理成本或 token 用量下降约 1–5%，且未出现质量回退。

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Managing library updates can be tedious at times. Learn how the GitHub Copilot app can handle this type of repetitive task. The post GitHub Copilot app for Beginners: Automate Dependabot pull request triage appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：These are the lessons we learned evaluating LLMs for real-world secret scanning. The post How to evaluate LLMs before production appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：If you’re juggling multiple Copilot sessions, use the My work pane to track what's in flight, what's done, and what's next. The post GitHub Copilot app for Beginners: Managing your work appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Chat is great for intent, but agent work gets lost in the scroll. Here is how I use canvases with my agentic workflows—and why your workflow also deserves a canvas. The post How canvases make agentic workflows visible, steerable, and cost-efficient appeared first on The GitHub Blog.

GitHub Agent 应用让开发者无需离开 GitHub，即可在 Issue、PR 评论和 Agents 标签页中直接调用 Amplitude、Endor Labs、LaunchDarkly 和 PagerDuty 等服务。文章以一个登录引导流程的改动为例，展示了四个 Agent 如何分别帮助确认需求、检查依赖、配置功能开关并评估部署风险，同时保留人工审查与审批。

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Learn how to write your first prompt in the GitHub Copilot app, choose the right context and model, and start your first task with confidence. The post Write your first prompt with the GitHub Copilot app appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Enterprise Java developers have a new superpower—drive GitHub Copilot from idiomatic Java code with annotations, virtual threads, and more. The post Using the GitHub Copilot SDK for Java appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Go beyond chat in the GitHub Copilot app with these slash commands. They'll help you plan, collaborate, automate, and customize your dev workflow. The post A guide to slash commands in the GitHub Copilot app appeared first on The GitHub Blog.

AI 服务暂时不可用，以下为来源摘要，待恢复后补全翻译：Learn how to build tools to simplify how you work—without writing a single line of code. The post How the GitHub legal team used Copilot CLI to streamline their workflows appeared first on The GitHub Blog.

本文介绍了作者如何使用GitHub Copilot应用的堆叠会话和拉取请求功能，成功现代化了一个古老的前端项目。通过分阶段处理依赖升级、样式重构和组件替换，避免了范围蔓延，实现了高效的代码迭代。

面对层出不穷的AI工具感到不知所措？本文分享一个基于GitHub Copilot的简单工作流程，通过原型设计、规划、实施和审查，无需追逐新工具即可大幅提升AI使用效率。要点包括：选择一个工具、开启YOLO模式、从原型开始、有条理地规划、使用Autopilot实施，以及人工审查与迭代。

GitHub Copilot 应用可以帮助你启动项目、与 AI 代理协作、探索画布并简化开发流程。本文介绍如何开始使用。

GitHub Copilot现以API费率计费。本文对比了直接模型访问与围绕编码工作流、策略和工具的Copilot方案，帮助开发者根据自身需求选择。

GitHub Copilot的“画布”扩展将AI从对话工具转变为可视化、可交互的工作空间。开发者可以通过提示创建自定义画布，用于问题分类、代码可视化、会话管理、提示优化以及知识查找等任务。画布支持实时协作，允许用户和AI代理在同一界面上共同迭代。

将Copilot代码审查迁移到共享的Unix风格代码探索工具后，审查成本上升且发现的问题减少。问题不在工具，而在指令。通过重写指令以适配审查者工作流，平均审查成本降低了约20%，同时保持了审查质量。

Aspire团队通过GitHub Agentic Workflows实现了从产品PR合并到文档PR的自动化流程，中位时间44.8小时，100%合并率，显著缩短了文档滞后时间。

本文介绍如何利用 GitHub Copilot CLI 和 Namecheap 技能，在大约 14 分钟内完成从空仓库到在自定义域名上启用 HTTPS 的网站部署，而无需手动编辑任何 DNS 记录。

GitHub Copilot代理框架在多个基准测试中实现了与模型供应商框架相当的任务完成率，但token消耗更低，并支持20多种模型。

GitHub高级总监分享如何使用40个自动化工具管理工作流程，腾出精力专注于真正重要的事。她介绍了自动化如何帮助她处理会议准备、跟踪承诺、保持团队一致等，特别是作为一名ADHD和自闭症患者，自动化成为她重要的辅助工具。