copilot

微软第一财季营收923亿美元、Azure云业务增长48%，超出分析师预期，同时宣布2026年资本开支将达约1700亿美元以扩建AI算力。OpenAI相关商业协议贡献了100亿美元营收，Copilot使用量也显著增长。

Super Mona is an open-source side-scrolling platformer for the GitHub Universe 2026 badge, featuring 32 stages across eight worlds, installable via a single GitHub Copilot prompt or a Python script using mpremote.

GitHub Universe 2026 keynote recap covering the launch of the GitHub Copilot app and Copilot Fusion multi-model orchestration, framing GitHub as a comprehensive agentic software delivery system with new infrastructure investments.

微软股价在盘后交易中上涨约4%，因Azure收入同比增长48%至332亿美元，超出分析师预期；同时数据中心支出达452亿美元，公司正向最多6万名员工提供买断以控制不断攀升的AI基础设施成本。

Microsoft is ending Copilot support on LG and Samsung smart TVs in 2026, following earlier backlash over an unremovable Copilot shortcut and a strategy shift toward positioning Copilot as a business and productivity tool.

GitHub Universe 2026 发布了一系列围绕agentic software delivery的更新，包括GitHub Copilot app和Copilot Fusion多模型编排功能，旨在让开发者在AI代理时代保持对交付内容的控制。

GitHub 记录到 2026 年 9 月有 73.8 亿次提交（同比增长逾 5 倍），为吸收海量智能体生成代码大幅扩容基础设施，并在 Universe 大会上发布 Copilot Fusion 等多项更新。

Satya Nadella announces major GitHub updates at Universe, including GitHub Copilot Fusion for faster, cheaper frontier-level quality, a unified Copilot harness in Foundry for long-running agents, and Copilot Projects for multi-agent orchestration across repos.

微软发布 Visual Studio 2026 十月更新，新增将提交与工作区代码直接对比、批量解决合并冲突功能，并带来基于 Copilot SDK 的全新 Copilot Chat 体验。

Satya Nadella's annual letter outlines Microsoft's strategy for building a 'frontier ecosystem' in the super intelligence era, focusing on optimizing the 'cost-to-outcome' frontier across apps, models, and infrastructure while delivering economic value to shareholders and customers.

GitHub 宣布 Agentic Autofix 正式 GA，面向 Enterprise Cloud 的 Code Security 与 Advanced Security 客户：将代码扫描告警指派给 Copilot 后，它会探索相关文件、提出修复建议、重新运行 CodeQL 并开启草稿 PR 供人工审查。该功能仍是审查工作流而非自动合并，消耗 AI Credits 和 Actions 分钟数。

GitHub explains how they rebuilt the pull request view in the GitHub Copilot app, tackling the hard problem of rendering million-line diffs along with dynamic comment heights from markdown, reply boxes, and loading images. 附带一条 🧵 线程标志的技术分享。

Microsoft unveiled a major Windows revamp built around 'hybrid intelligence,' integrating AI agents and the Copilot app natively with local and cloud AI, alongside the new high-end Surface Laptop Ultra for developers and creators.

Microsoft unveiled its plan to turn Windows 11 into an agentic OS with hybrid intelligence running local AI models, alongside the Surface Laptop Ultra powered by Nvidia RTX Spark chips capable of running models over 120B parameters locally, plus a redesigned Windows Search interface.

微软将允许 Microsoft 365 Family 和 Premium 订阅者共享 Copilot 与 AI 功能，同时将每人 1TB 的 OneDrive 存储改为全计划共享的 2TB，该变更将于 2027 年 5 月后续订时生效。

Satya Nadella outlines Microsoft's vision of an 'infinite SaaS factory,' announcing Microsoft IQ, 30+ new Copilot skills for Dynamics 365, and the Copilot Managed Runtime to let agents act on governed business context across enterprise systems.

Meta and Microsoft are reportedly reducing their employees' use of Anthropic's Claude in favor of internal tools like MetaCode and Copilot, largely due to soaring costs, with Microsoft's internal Claude spending on track for at least $1 billion this year.

Microsoft wrapped up its Surface and Windows keynote in San Francisco, unveiling the Surface Laptop Ultra powered by Nvidia's RTX Spark Arm chip (starting at $2,599, shipping October 16), the Surface RTX Spark Dev Box for developers, and new Windows 'Hybrid Intelligence' Copilot features that can take actions on local PC files.

GitHub announced that Copilot will soon gain intelligent local model routing, automatically sending tasks to a local model when it is most suitable in order to save AI credits. The feature is described as the next step in GitHub's Project HydraFusion vision.

Packt Publishing's book 'AI-Powered Accounting with Excel and Power BI' by Lance Rubin shows finance professionals how to apply generative AI tools like Claude and Copilot to accounting workflows, using frameworks for reliable prompting, reconciliation, and audit-ready validation.