本页抽取趋势判断和主题 thesis 的代表性 subtitle anchors，打开前后文检查是否只是关键词命中，还是能支撑对应 probe。结果用于提示人工复核重点，不替代完整人工审校。
Session: 102 · 2:09 · Platforms State of the Union
Claim: Apple 的 AI 策略正在从“模型展示”转向“系统级 agentic infrastructure”。
Matched: agentic
updates to Swift and SwiftUI, and enhancements that make your apps faster, more adaptive, and easier to build. And finally, developer productivity, taking agentic coding even further, alongside improvements that make Xcode faster and more personal. We have a lot to cover, so let's get started with Apple Intelligence.
Session: 241 · 0:12 · What’s new in the Foundation Models framework
Claim: Apple 的 AI 策略正在从“模型展示”转向“系统级 agentic infrastructure”。
Matched: Foundation Models framework
My name is Erik! And my name is Zhen! Last year we introduced the Foundation Models framework with features like guided generation, snapshot streaming, and the powerful tool protocol.
Session: 102 · 4:02 · Platforms State of the Union
Claim: Apple 的 AI 策略正在从“模型展示”转向“系统级 agentic infrastructure”。
Matched: App Intents
surface your app in more places across the system, giving users more ways to discover and return to it. The App Intents framework connects your app to Apple Intelligence, drawing on core operating system technologies, like the Spotlight semantic index.
Session: 240 · 0:12 · Build intelligent Siri experiences with App Schemas
Claim: Apple 的 AI 策略正在从“模型展示”转向“系统级 agentic infrastructure”。
Matched: Siri
Hi, I'm Dan Niemeyer, a software engineer on the Swift Intelligence Frameworks team. Today, I'll show you how to bring your app to Siri using new capabilities powered by Apple Intelligence. In the 27 releases, Siri is more capable, more contextual, and more personal.
Session: 102 · 4:02 · Platforms State of the Union
Claim: App 的核心能力需要被协议化：App Intents、Schemas、Spotlight metadata、tools 将成为系统可调用边界。
Matched: App Intents
surface your app in more places across the system, giving users more ways to discover and return to it. The App Intents framework connects your app to Apple Intelligence, drawing on core operating system technologies, like the Spotlight semantic index.
Session: 240 · 0:12 · Build intelligent Siri experiences with App Schemas
Claim: App 的核心能力需要被协议化：App Intents、Schemas、Spotlight metadata、tools 将成为系统可调用边界。
Matched: Siri
Hi, I'm Dan Niemeyer, a software engineer on the Swift Intelligence Frameworks team. Today, I'll show you how to bring your app to Siri using new capabilities powered by Apple Intelligence. In the 27 releases, Siri is more capable, more contextual, and more personal.
Session: 102 · 0:27 · Platforms State of the Union
Claim: App 的核心能力需要被协议化：App Intents、Schemas、Spotlight metadata、tools 将成为系统可调用边界。
Matched: Tool, tools
Welcome to the 2026 Platforms State of the Union. This is one of our favorite moments of the year where we get to share what’s new with the technologies, the frameworks, and the tools that you use every day to build incredible apps and games. Apps that inspire us, that raise the bar of what’s possible
Session: 209 · 0:53 · What’s new in Wallet
Claim: App 的核心能力需要被协议化：App Intents、Schemas、Spotlight metadata、tools 将成为系统可调用边界。
Matched: Tool, tools
And a powerful new way for passes to surface relevant actions, right below the pass face. And we're also introducing a brand new suite of developer tools for Mac and server platforms, making it easier than ever to design, personalize, and build great passes.
Session: 102 · 12:00 · Platforms State of the Union
Claim: AI 功能的生产门槛将转向 evaluation-first：没有指标、trace 和回归报告，就不适合进入 beta。
Matched: Evaluations framework
you’ll have access to a complete set of tools, from building to testing, to shipping with confidence. That includes the new Evaluations framework, which gives you the ability to test your prompts and validate that your intelligence-powered features work reliably.
Session: 242 · 6:51 · Build agentic app experiences with the Foundation Models framework
Claim: AI 功能的生产门槛将转向 evaluation-first：没有指标、trace 和回归报告，就不适合进入 beta。
Matched: evaluate
To make use of DynamicProfile in your session, it's as simple as using the new LanguageModelSession initializer. Note that the body of a DynamicProfile is re-evaluated each time the model is prompted, so as the app moves between each mode,
Session: 102 · 2:44 · Platforms State of the Union
Claim: 端侧、PCC、第三方 provider 会长期共存，真正需要建设的是 provider-agnostic routing 和 fallback 思维。
Matched: Private Cloud Compute
to power our Apple Intelligence experiences and to provide even better support for the ways you’re using intelligence in your apps. We adapted these models to run on device and on Private Cloud Compute. Apple Foundation Models power Apple Intelligence, and your apps can use them too, through the Foundation Models framework.
Session: 265 · 6:43 · Build real-time apps and services with gRPC and Swift
Claim: 端侧、PCC、第三方 provider 会长期共存，真正需要建设的是 provider-agnostic routing 和 fallback 思维。
Matched: PCC
in which I'll make the request. Inside the task, I'm going to use the withGRPCClient function to create a client. I'll do this inside a do catch block and just print the errors for now. gRPC Swift lets you configure the implementation used for networking.
Session: 102 · 3:08 · Platforms State of the Union
Claim: 端侧、PCC、第三方 provider 会长期共存，真正需要建设的是 provider-agnostic routing 和 fallback 思维。
Matched: provider
So if you have a more complex task requiring the most advanced frontier models the API can now integrate with the cloud model provider of your choice. To ensure getting started with a large cloud model is as accessible as possible, even if you’re writing your first app,
Session: 230 · 3:20 · What’s new in assessment on macOS
Claim: 端侧、PCC、第三方 provider 会长期共存，真正需要建设的是 provider-agnostic routing 和 fallback 思维。
Matched: third-party
These features are essential for providing equitable access to exams, enabling individuals with visual, auditory, motor, or cognitive needs to fully participate without requiring third-party assistive software. By default, the Menu Bar and the Dock are hidden, but any currently enabled accessibility features
Session: 102 · 2:09 · Platforms State of the Union
Claim: Xcode Agents 代表 Apple 把 agentic 能力反向作用于开发流程，工程组织方式会先于产品功能发生变化。
Matched: agent, coding
updates to Swift and SwiftUI, and enhancements that make your apps faster, more adaptive, and easier to build. And finally, developer productivity, taking agentic coding even further, alongside improvements that make Xcode faster and more personal. We have a lot to cover, so let's get started with Apple Intelligence.
Session: 213 · 0:14 · Translate your app using agents in Xcode
Claim: Xcode Agents 代表 Apple 把 agentic 能力反向作用于开发流程，工程组织方式会先于产品功能发生变化。
Matched: Xcode, agents, agent
I'm Avery, an engineer on the Localization team. Today I'd like to talk to you about translating your app using agents in Xcode. When you localize your app into other languages, you expand your app's audience to millions more people around the world.
Session: 102 · 47:11 · Platforms State of the Union
Claim: Xcode Agents 代表 Apple 把 agentic 能力反向作用于开发流程，工程组织方式会先于产品功能发生变化。
Matched: localization
They are the best way to iterate on UI and the easiest way to see how your views look across variants, like accessibility sizes, orientations, and localizations. And now you can see variations for any property. I’ll open this view here that shows a craft note.
Session: 252 · 11:32 · Design no-code games with Reality Composer Pro 3
Claim: Xcode Agents 代表 Apple 把 agentic 能力反向作用于开发流程，工程组织方式会先于产品功能发生变化。
Matched: prototype
And there's one thing I love nearly as much as creative work. It's getting things organized. That's where Prototyped Subgraphs come in. They can not only help me clean up my logic but also create reusable logic.
Session: 102 · 2:56 · Platforms State of the Union
Claim: 多模态入口会更系统化：视觉、搜索、Spotlight 和 app 内容索引将成为 agent context 的关键来源。
Matched: image
Apple Foundation Models power Apple Intelligence, and your apps can use them too, through the Foundation Models framework. This year, the framework's capabilities are expanding to include image input and support for server models. So if you have a more complex task
Session: 205 · 0:18 · Enhance your presence on the App Store
Claim: 多模态入口会更系统化：视觉、搜索、Spotlight 和 app 内容索引将成为 agent context 的关键来源。
Matched: image
what they see in those first few moments, drives whether they'll want to learn more about your app, or scroll past it. Today, I'll show you new ways to use images and videos to shape that moment. Hi, I'm Ruhi, an engineering manager on the App Store Connect team. First, a quick recap of how your app currently appears on the App Store.
Session: 102 · 12:29 · Platforms State of the Union
Claim: 多模态入口会更系统化：视觉、搜索、Spotlight 和 app 内容索引将成为 agent context 的关键来源。
Matched: Core Spotlight
And there’s so much more, like a Python SDK, tool calling with images, and a new RAG tool powered by Core Spotlight that’s private to your app. That’s the Foundation Models framework, providing you seamless access to multiple models with all new capabilities in the native Swift API.
Session: 232 · 0:21 · Run local agentic AI on the Mac using MLX
Claim: 多模态入口会更系统化：视觉、搜索、Spotlight 和 app 内容索引将成为 agent context 的关键来源。
Matched: search
and run agentic AI workflows entirely on your Mac using MLX. No cloud, no API keys, just your hardware doing the work. Over the past year, AI agents have gone from research prototypes to everyday productivity tools. But before we talk about agents, let's look at what we had before.
Session: 102 · 0:57 · Platforms State of the Union
Claim: AI UX 不应只看生成结果；确认、撤销、解释、低置信度提示和可访问性应作为体验治理问题综合判断。
Matched: design
and how we can better support your work. Your feedback shapes some of the most important technologies that we build. And this past year, nowhere was that more true than with the new design with Liquid Glass and with Apple Intelligence. These were both huge themes in the 26 releases, and they're key again this year,
Session: 206 · 4:19 · What’s new in managing Apple devices
Claim: AI UX 不应只看生成结果；确认、撤销、解释、低置信度提示和可访问性应作为体验治理问题综合判断。
Matched: control
To activate this, a new declarative configuration is deployed to the device right after device management enrollment. This gives IT administrators control over which accounts, files, and security and privacy settings are migrated. Migration Assistant reports declarative management status,
Session: 102 · 3:30 · Platforms State of the Union
Claim: AI UX 不应只看生成结果；确认、撤销、解释、低置信度提示和可访问性应作为体验治理问题综合判断。
Matched: privacy
will be able to use Apple Foundation Models running in Private Cloud Compute with no cloud API cost. It's access to frontier level intelligence with unparalleled privacy protections. Because getting started exploring ideas shouldn’t be held back by infrastructure costs.
Session: 209 · 0:26 · What’s new in Wallet
Claim: AI UX 不应只看生成结果；确认、撤销、解释、低置信度提示和可访问性应作为体验治理问题综合判断。
Matched: secure
to checking in and boarding a flight, all without ever handing over a physical card. Passes help people move through the world faster, more privately, and more securely. In iOS 27, we're taking passes further than ever. iOS 27 introduces a stunning new pass style called Poster Generic.
Session: 102 · 2:00 · Platforms State of the Union
Claim: Apple 平台的非 AI framework 更新仍然重要，因为它们决定 AI 能力进入真实 app 的工程成本和体验一致性。
Matched: SwiftUI
with system intelligence to bring users back to your apps. Second, platform improvements, with design refinements and more flexible UI layout, updates to Swift and SwiftUI, and enhancements that make your apps faster, more adaptive, and easier to build. And finally, developer productivity, taking agentic coding even further,
Session: 206 · 1:55 · What’s new in managing Apple devices
Claim: Apple 平台的非 AI framework 更新仍然重要，因为它们决定 AI 能力进入真实 app 的工程成本和体验一致性。
Matched: App Store
to start building them into your products. There's also a new volume licensing mechanism for subscriptions in App Store apps. This allows IT administrators to purchase and manage app subscriptions. It'll be available later in Apple Business and Apple School Manager.
Session: 102 · 0:57 · Platforms State of the Union
Claim: Apple 平台的非 AI framework 更新仍然重要，因为它们决定 AI 能力进入真实 app 的工程成本和体验一致性。
Matched: design
and how we can better support your work. Your feedback shapes some of the most important technologies that we build. And this past year, nowhere was that more true than with the new design with Liquid Glass and with Apple Intelligence. These were both huge themes in the 26 releases, and they're key again this year,
Session: 206 · 16:42 · What’s new in managing Apple devices
Claim: Apple 平台的非 AI framework 更新仍然重要，因为它们决定 AI 能力进入真实 app 的工程成本和体验一致性。
Matched: design
This includes one-time codes for multi-factor authentication. Push notifications for conditional access workflows. And QR codes for a password-free sign-in, designed for young learners and shared-device environments like healthcare, retail, and logistics. And there are lots more.
Session: 102 · 2:23 · Platforms State of the Union
Claim: Apple 正在把模型能力做成 app 可调用的运行时基础设施，而不是单个聊天能力。
Matched: Foundation Models
alongside improvements that make Xcode faster and more personal. We have a lot to cover, so let's get started with Apple Intelligence. At the heart of Apple Intelligence are Apple Foundation models. Working together with Google and leveraging the technologies behind their Gemini family of models,
Session: 112 · 2:23 · Platforms State of the Union (ASL)
Claim: Apple 正在把模型能力做成 app 可调用的运行时基础设施，而不是单个聊天能力。
Matched: Foundation Models
alongside improvements that make Xcode faster and more personal. We have a lot to cover, so let's get started with Apple Intelligence. At the heart of Apple Intelligence are Apple Foundation models. Working together with Google and leveraging the technologies behind their Gemini family of models,
Session: 122 · 0:16 · WWDC26 Platforms State of the Union Recap
Claim: Apple 正在把模型能力做成 app 可调用的运行时基础设施，而不是单个聊天能力。
Matched: Foundation Models
Working together with Google and leveraging the technologies behind their Gemini family of models, we created the latest Apple Foundation Models for our integrated Apple Intelligence experiences. The Foundation Models framework expands
Session: 102 · 4:02 · Platforms State of the Union
Claim: App 能否被 Apple Intelligence 调用，取决于是否把核心任务协议化为 action/schema，而不是只提供 UI 页面。
Matched: App Intents, App Intents
surface your app in more places across the system, giving users more ways to discover and return to it. The App Intents framework connects your app to Apple Intelligence, drawing on core operating system technologies, like the Spotlight semantic index.
Session: 112 · 4:02 · Platforms State of the Union (ASL)
Claim: App 能否被 Apple Intelligence 调用，取决于是否把核心任务协议化为 action/schema，而不是只提供 UI 页面。
Matched: App Intents, App Intents
surface your app in more places across the system, giving users more ways to discover and return to it. The App Intents framework connects your app to Apple Intelligence, drawing on core operating system technologies, like the Spotlight semantic index.
Session: 122 · 0:57 · WWDC26 Platforms State of the Union Recap
Claim: App 能否被 Apple Intelligence 调用，取决于是否把核心任务协议化为 action/schema，而不是只提供 UI 页面。
Matched: App Intents, App Intents
It's built right into the OS and takes full advantage of the power of Apple Silicon. And App Intents connect your app to Apple Intelligence, making your users' content discoverable and your app's actions available through natural language in Siri.
Session: 102 · 12:00 · Platforms State of the Union
Claim: AI 功能从 demo 走向生产的关键，不是模型更强，而是评估、观测、回归和发布门禁。
Matched: Evaluations framework, Evaluations
you’ll have access to a complete set of tools, from building to testing, to shipping with confidence. That includes the new Evaluations framework, which gives you the ability to test your prompts and validate that your intelligence-powered features work reliably.
Session: 112 · 12:00 · Platforms State of the Union (ASL)
Claim: AI 功能从 demo 走向生产的关键，不是模型更强，而是评估、观测、回归和发布门禁。
Matched: Evaluations framework, Evaluations
you’ll have access to a complete set of tools, from building to testing, to shipping with confidence. That includes the new Evaluations framework, which gives you the ability to test your prompts and validate that your intelligence-powered features work reliably.
Session: 241 · 2:15 · What’s new in the Foundation Models framework
Claim: AI 功能从 demo 走向生产的关键，不是模型更强，而是评估、观测、回归和发布门禁。
Matched: Evaluations framework, Evaluations
to tell you about a powerful new API called dynamic profiles, our new primitive for creating agentic experiences. Zhen will also dig into the brand new Evaluations framework and its tight integration with Foundation Models. And to wrap up,
Session: 102 · 7:17 · Platforms State of the Union
Claim: 端侧模型能力正在成为 Apple 平台差异化：隐私、低延迟、离线、Apple silicon 优化共同决定可落地边界。
Matched: On-device models
and barcode readers for quick code scanning all on-device. Next, let's talk about server models. On-device models are incredibly useful for many tasks. Yet sometimes you might want a larger model for a more complex workflow. That’s why we’re extending the framework so you can easily call server models
Session: 112 · 7:17 · Platforms State of the Union (ASL)
Claim: 端侧模型能力正在成为 Apple 平台差异化：隐私、低延迟、离线、Apple silicon 优化共同决定可落地边界。
Matched: On-device models
and barcode readers for quick code scanning all on-device. Next, let's talk about server models. On-device models are incredibly useful for many tasks. Yet sometimes you might want a larger model for a more complex workflow. That’s why we’re extending the framework so you can easily call server models
Session: 122 · 0:46 · WWDC26 Platforms State of the Union Recap
Claim: 端侧模型能力正在成为 Apple 平台差异化：隐私、低延迟、离线、Apple silicon 优化共同决定可落地边界。
Matched: Core AI, Core AI
with a lot less code by swapping tools in and out and updating instructions on the fly. Core AI is an entirely new framework, designed to be the best way to run on-device models in your apps. It's built right into the OS
Session: 102 · 6:54 · Platforms State of the Union
Claim: Apple 正在把视觉输入、系统搜索和模型上下文连接成新的信息入口。
Matched: Image understanding
First, you get new capabilities like multimodal prompts with text and images. This opens up new categories of experiences you can build with image understanding. It's as simple as attaching an image to your prompt. In addition to this, the Vision framework is now integrated,
Session: 112 · 6:54 · Platforms State of the Union (ASL)
Claim: Apple 正在把视觉输入、系统搜索和模型上下文连接成新的信息入口。
Matched: Image understanding
First, you get new capabilities like multimodal prompts with text and images. This opens up new categories of experiences you can build with image understanding. It's as simple as attaching an image to your prompt. In addition to this, the Vision framework is now integrated,
Session: 237 · 0:06 · What’s new in image understanding
Claim: Apple 正在把视觉输入、系统搜索和模型上下文连接成新的信息入口。
Matched: Vision framework
Hi, I'm Megan Williams, from the Vision framework team. This year there are some powerful advancements in image understanding, which you can now use to create incredible experiences in your apps.
Session: 102 · 0:57 · Platforms State of the Union
Claim: AI 体验的核心不是聊天 UI，而是用户控制权、确认/撤销、解释、低置信度状态和可访问性。
Matched: Design
and how we can better support your work. Your feedback shapes some of the most important technologies that we build. And this past year, nowhere was that more true than with the new design with Liquid Glass and with Apple Intelligence. These were both huge themes in the 26 releases, and they're key again this year,
Session: 112 · 0:57 · Platforms State of the Union (ASL)
Claim: AI 体验的核心不是聊天 UI，而是用户控制权、确认/撤销、解释、低置信度状态和可访问性。
Matched: Design
and how we can better support your work. Your feedback shapes some of the most important technologies that we build. And this past year, nowhere was that more true than with the new design with Liquid Glass and with Apple Intelligence. These were both huge themes in the 26 releases, and they're key again this year,
Session: 122 · 0:46 · WWDC26 Platforms State of the Union Recap
Claim: AI 体验的核心不是聊天 UI，而是用户控制权、确认/撤销、解释、低置信度状态和可访问性。
Matched: Design
with a lot less code by swapping tools in and out and updating instructions on the fly. Core AI is an entirely new framework, designed to be the best way to run on-device models in your apps. It's built right into the OS
Session: 102 · 58:22 · Platforms State of the Union
Claim: 空间计算、沉浸媒体和游戏 porting 正在成为 Apple 平台扩大高性能体验边界的主线。
Matched: Game porting
as you make them using Mac Virtual Display. And there’s even more for game developers in this year’s releases, including a major update to Game Porting Toolkit, which dramatically cuts the time it takes to bring games to Apple platforms by adding AI skills for coding agents.
Session: 112 · 58:22 · Platforms State of the Union (ASL)
Claim: 空间计算、沉浸媒体和游戏 porting 正在成为 Apple 平台扩大高性能体验边界的主线。
Matched: Game porting
as you make them using Mac Virtual Display. And there’s even more for game developers in this year’s releases, including a major update to Game Porting Toolkit, which dramatically cuts the time it takes to bring games to Apple platforms by adding AI skills for coding agents.
Session: 203 · 1:41 · Read between the strokes with PencilKit
Claim: 空间计算、沉浸媒体和游戏 porting 正在成为 Apple 平台扩大高性能体验边界的主线。
Matched: visionOS 27, visionOS
One of the most requested capabilities for PencilKit is handwriting recognition. Now it's available to you in iOS, iPadOS, macOS, and visionOS 27. I'll start with PencilKit's handwriting recognition APIs, and show you how to turn handwriting into recognized words.
Session: 102 · 2:00 · Platforms State of the Union
Claim: SwiftUI、SwiftData、StoreKit、Wallet、App Store 等更新构成业务 app 的基础设施演进，不是 AI 主线但决定落地成本。
Matched: SwiftUI
with system intelligence to bring users back to your apps. Second, platform improvements, with design refinements and more flexible UI layout, updates to Swift and SwiftUI, and enhancements that make your apps faster, more adaptive, and easier to build. And finally, developer productivity, taking agentic coding even further,
Session: 112 · 2:00 · Platforms State of the Union (ASL)
Claim: SwiftUI、SwiftData、StoreKit、Wallet、App Store 等更新构成业务 app 的基础设施演进，不是 AI 主线但决定落地成本。
Matched: SwiftUI
with system intelligence to bring users back to your apps. Second, platform improvements, with design refinements and more flexible UI layout, updates to Swift and SwiftUI, and enhancements that make your apps faster, more adaptive, and easier to build. And finally, developer productivity, taking agentic coding even further,
Session: 122 · 1:54 · WWDC26 Platforms State of the Union Recap
Claim: SwiftUI、SwiftData、StoreKit、Wallet、App Store 等更新构成业务 app 的基础设施演进，不是 AI 主线但决定落地成本。
Matched: SwiftUI
And the new resizable iOS simulator and previews make it easy to test across sizes. SwiftUI brings more speed, richer interactions, and new capabilities. Drag to reorder and swipe actions now work in any container. Nested layouts resize up to twice as fast, and async image caches automatically.
Session: 102 · 37:17 · Platforms State of the Union
Claim: Agentic 功能放大了数据访问和工具执行风险，安全与隐私必须前置到 action schema、provider policy 和 tool permission。
Matched: Security
in their implementation. WebKit, the open source web engine that powers Safari, is a large and security-critical C++ code base. Using Swift’s safe C++ interoperability, WebKit is replacing core components with Swift versions incrementally.
Session: 112 · 37:17 · Platforms State of the Union (ASL)
Claim: Agentic 功能放大了数据访问和工具执行风险，安全与隐私必须前置到 action schema、provider policy 和 tool permission。
Matched: Security
in their implementation. WebKit, the open source web engine that powers Safari, is a large and security-critical C++ code base. Using Swift’s safe C++ interoperability, WebKit is replacing core components with Swift versions incrementally.
Session: 201 · 0:11 · Secure your apps with App Attest
Claim: Agentic 功能放大了数据访问和工具执行风险，安全与隐私必须前置到 action schema、provider policy 和 tool permission。
Matched: App Attest
Hello, my name is Manthan, and I am an engineer on the Trust and Safety team. Today, I will talk about how App Attest can help protect your apps and your users. You built and distributed your app to function in a secure environment on Apple's platforms.