GitHub AI & ML

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 發佈 Project HydraFusion 研究預覽，通過自動在多個提供商的模型之間編排“單模型、級聯、批判”等工作流，為編碼任務平衡質量、成本和延遲。離線評估顯示，在保持前沿質量的同時可將估算工作流成本降低約 36%–67%。

瞭解如何在 GitHub Copilot 應用中並行運行多個代理，體驗這種從感到混亂到掌控全局的轉變。每個代理會話獨立運行，互不干擾，讓你在更短時間內完成更多任務。

GitHub 博客介紹了 Copilot 降低 AI 編碼成本的四個實踐：不要只看單次工具調用的 token 數，而應從完整任務出發。通過選擇性壓縮噪音輸出、刪除不再使用的行號格式、用行為測試保護提示詞壓縮、以及批量直接交付後台完成結果，團隊在離線/在線實驗中讓推理成本或 token 用量下降約 1–5%，且未出現質量回退。

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 應用讓開發者無需離開 GitHub，即可在 Issue、PR 評論和 Agents 標籤頁中直接調用 Amplitude、Endor Labs、LaunchDarkly 和 PagerDuty 等服務。文章以一個登錄引導流程的改動為例，展示了四個 Agent 如何分別幫助確認需求、檢查依賴、配置功能開關並評估部署風險，同時保留人工審查與審批。

AI 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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 服務暫時不可用，以下為來源摘要，待恢復後補全翻譯：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.

本文介紹了作者如何使用GitHub Copilot應用的堆疊會話和拉取請求功能，成功現代化了一個古老的前端項目。通過分階段處理依賴升級、樣式重構和組件替換，避免了範圍蔓延，實現了高效的代碼迭代。

面對層出不窮的AI工具感到不知所措？本文分享一個基於GitHub Copilot的簡單工作流程，通過原型設計、規劃、實施和審查，無需追逐新工具即可大幅提升AI使用效率。要點包括：選擇一個工具、開啓YOLO模式、從原型開始、有條理地規劃、使用Autopilot實施，以及人工審查與迭代。

GitHub Copilot 應用可以幫助你啓動項目、與 AI 代理協作、探索畫布並簡化開發流程。本文介紹如何開始使用。

GitHub Copilot現以API費率計費。本文對比了直接模型訪問與圍繞編碼工作流、策略和工具的Copilot方案，幫助開發者根據自身需求選擇。

GitHub Copilot的“畫布”擴展將AI從對話工具轉變為可視化、可交互的工作空間。開發者可以通過提示創建自定義畫布，用於問題分類、代碼可視化、會話管理、提示優化以及知識查找等任務。畫布支持實時協作，允許用户和AI代理在同一界面上共同迭代。

將Copilot代碼審查遷移到共享的Unix風格代碼探索工具後，審查成本上升且發現的問題減少。問題不在工具，而在指令。通過重寫指令以適配審查者工作流，平均審查成本降低了約20%，同時保持了審查質量。

Aspire團隊通過GitHub Agentic Workflows實現了從產品PR合併到文檔PR的自動化流程，中位時間44.8小時，100%合併率，顯著縮短了文檔滯後時間。

本文介紹如何利用 GitHub Copilot CLI 和 Namecheap 技能，在大約 14 分鐘內完成從空倉庫到在自定義域名上啓用 HTTPS 的網站部署，而無需手動編輯任何 DNS 記錄。

GitHub Copilot代理框架在多個基準測試中實現了與模型供應商框架相當的任務完成率，但token消耗更低，並支持20多種模型。

GitHub高級總監分享如何使用40個自動化工具管理工作流程，騰出精力專注於真正重要的事。她介紹了自動化如何幫助她處理會議準備、跟蹤承諾、保持團隊一致等，特別是作為一名ADHD和自閉症患者，自動化成為她重要的輔助工具。