
GitHub 周三在其开发者大会 GitHub Universe 上推出了 Copilot Fusion。该系统会决定由哪个 AI 模型或模型组合来处理编码任务的每个步骤。它会根据任务在推理、代码生成、调试和工具使用方面的需求进行权衡。微软 CoreAI 执行副总裁 Jay Parikh 在 GitHub 博客文章中对此进行了描述。
GitHub launched Copilot Fusion at GitHub Universe, its developer conference, on Wednesday. The system decides which AI model, or mix of models, should handle each step of a coding task. It weighs what the task needs across reasoning, code generation, debugging and tool use. Jay Parikh, executive vice president of CoreAI at Microsoft, described it in a GitHub blog post.
Parikh 写道,Fusion Max 在 Artificial Analysis Coding Agent Index(人工分析编码代理指数)上的得分与 Anthropic 的 Claude Opus 5.5 Max 相差不超过两分。它以一半的成本和每项任务少 40% 的时间实现了这一点。微软首席执行官 Satya Nadella 在一篇 LinkedIn 帖子中表示,Fusion 以快 40% 的速度和高达 77% 更低的成本提供前沿级别的质量。
Parikh wrote that Fusion Max scored within two points of Anthropic’s Claude Opus 5.5 Max on the Artificial Analysis Coding Agent Index. It did so at half the cost and with 40% less time per task. In a LinkedIn post, Microsoft chief executive Satya Nadella said Fusion delivers frontier-level quality 40% faster and at up to 77% lower cost.
SDLC 是软件开发生命周期,即从规划到编码、测试和发布的路径。Nadella 还表示,运行 Copilot 代理的统一系统现已纳入 Foundry。Foundry 是微软用于构建长期运行代理的托管服务。9 月,一组程序员在第九巡回法院针对 Copilot 提起的 DMCA 诉讼败诉。
SDLC is the software development life cycle, the path from planning through coding, testing and release. Nadella also said the unified system that runs Copilot’s agents is now in Foundry. Foundry is Microsoft’s managed service for building long-running agents. In September, a group of coders lost their DMCA case against Copilot at the Ninth Circuit.
无需单独订阅即可使用 Copilot 从周三起,GitHub Enterprise 客户无需购买单独订阅即可使用所有 Copilot 功能。他们只需为所使用的 AI 积分付费。目前该优惠通过 GitHub 销售团队提供,自助服务即将推出。现有 Copilot Business 和 Copilot Enterprise 客户可以保留其现有计划,或自行选择何时切换。
Copilot without a separate subscription From Wednesday, GitHub Enterprise customers can use every Copilot feature without buying a separate subscription. They pay for the AI credits they use. The offer runs through GitHub’s sales team for now, with self-serve coming soon. Existing Copilot Business and Copilot Enterprise customers can keep their plans or switch when they choose.
GitHub 还展示了 GitHub Copilot 应用,该应用可跨项目连接代理和工具。在其中,Copilot 项目可在多个代码库中并行运行代理工作,并在托管会话中进行管理。会话连续性允许将一个云代理会话在应用、VS Code、命令行和网页之间移动。
GitHub also showed the GitHub Copilot app, which connects agents and tools across projects. Inside it, Copilot projects run agent work across several repositories in parallel managed sessions. Session continuity lets one cloud agent session move between the app, VS Code, the command line and the web.
Copilot 自动化现在可以从结果中学习,并为开发者提出待批准的更改建议。微软于 9 月在其自家的 Copilot 应用(一款独立产品)中增加了编码功能。
Copilot automations can now learn from their results and propose changes for developers to approve. Microsoft added coding to its own Copilot app, a separate product, in September.
GitHub为代码审查功能新增了Copilot代码审查Max。该公司表示,该功能在ReviewBench的高严重度问题上取得了最高的F1分数。初创公司也在销售AI代码审查服务。CodeRabbit在8月融资1.43亿美元,用于检查由AI编写的代码。
For review, GitHub added Copilot code review Max. The company says it posted the highest F1 score on ReviewBench for high-severity issues. Startups sell AI code review too. CodeRabbit raised $143m in August to check code written by AI.
为智能体提供更多容量 帕里克写道,今年GitHub新增了400万个CPU核心和160 PB高速存储。它还新增了50 Tb/s的网络容量。GitHub正在迁移到微软Azure上的多区域部署,预计将于明年初完成。纳德拉表示,这项工作将使GitHub更具韧性。
More capacity for agents This year GitHub has added 4 million CPU cores and 160 PB of high-speed storage, Parikh wrote. It has added 50 Tb/s of network capacity too. GitHub is moving to a multi-region deployment on Microsoft’s Azure and expects to finish early next year. Nadella said the work will make GitHub more resilient.
帕里克写道:“我认为,我们迄今为止编写的所有软件,加起来也不到我们未来五年将编写的软件的1%。”
“I think all the software we’ve written to date will amount to less than 1% of the software we’ll write in the next five years,” Parikh wrote.
Octoverse数据说明了什么 GitHub在同一天发布了年度Octoverse报告。在截至9月30日的12个月里,开发者推送代码179亿次。这比2024年和2025年的总和还要多。提交次数达到343亿次,合并的拉取请求达到13亿次。
What the Octoverse numbers show GitHub published its annual Octoverse report on the same day. Developers pushed code 17.9 billion times in the 12 months to 30 September. That is more than in 2024 and 2025 combined. Commits reached 34.3 billion and merged pull requests 1.3 billion.
截至9月,超过40%的拉取请求始于智能体生成的草稿,高于3月的17%。仅9月就有1.1亿次。根据该报告,相关活动在6月前后急剧上升,当时智能体开始跨多日工作并在云端运行。GitHub表示,其智能体数量只是下限,因为它无法检测到每一个智能体。
By September, more than 40% of pull requests started with a draft from an agent, up from 17% in March. That was 110 million in September alone. Activity rose sharply around June, when agents began working across days and running in the cloud, according to the report. GitHub says its agent count is a floor, because it cannot detect every agent.
该平台目前拥有超过2.25亿名开发者。美国有3830万,印度有3200万。9月,在选择自己模型的Copilot用户中,61%使用了不止一个模型。TypeScript仍然是最常用的语言,而Rust在排名靠前的语言中增长最快,一年内翻了一番。
The platform now has more than 225 million developers. The United States has 38.3 million and India 32 million. In September, 61% of Copilot users who picked their own model used more than one. TypeScript remained the most used language, and Rust grew fastest among the top languages, doubling in a year.