The Apple Pencil turned the Duo into my new favorite notebook - A Developer's Perspective Introduction The iphone duo, a less heralded smartphone in comparison to its flagship cousins, has quietly carved a niche in my daily tech stack for handwriting recognition and creative workflows. What makes it stand out is its smooth setup with the Apple Pencil, transforming it from a basic device into a mobile notebook capable of sophisticated digital input. This functionality doesn't just make it a tool for jotting notes - it's an evolving platform that offers a compelling edge over traditional tablets or pen-and-paper notebooks in developer-oriented scenarios. With software like Figma, Notion and Obsidian supporting various drawing APIs, the Duo's capability to act as both a writing tool and a development testing pad reveals deeper value in hybrid platforms. 
The ability to render handwritten ideas into digital formats has become crucial for design systems, technical documentation. And even personal knowledge graphs. In environments where code needs sketching and workflows get redefined daily, the Duo's touch sensitivity and pen input model align well with modern software tools requiring fine control. For developers managing complex architectures or debugging systems using whiteboard sessions, this functionality is a natural step up from typical digital pens on platforms like Pixel Slate or Surface devices. In many cases, developers are already working within multi-OS frameworks such as React Native, Flutter, or SwiftUI. Integrating the Duo into such development chains isn't just about input methods - it's a platform-level integration that supports rapid prototyping and visualization techniques, especially when handling UX research and architectural diagrams using tools like Penpot or Excalidraw. Technical Underpinnings of Apple Pencil Input At its heart, the Apple Pencil leverages advanced pressure-sensitive sensors along with electromagnetic resonance (EMR) technology to deliver an input experience akin to traditional drawing. This low-latency interaction allows for real-time feedback when interacting with apps built in Swift or React Native. The pen's tilt detection and dynamic range support rich annotations within note-taking apps, something that's essential if your workflow includes building interactive diagrams or debugging processes with visual aids. When working on documentation projects or API reviews, developers often turn to structured markdown editors like Typora or Obsidian to write code snippets and flowcharts side-by-side. The Duo's screen responsiveness, combined with the Apple Pencil, allows fine-grained annotation of digital code structures - a capability not limited solely to UI mockups but also applied to logical architecture diagrams used by DevOps engineers or system architects during design reviews. The sensor latency in such platforms remains under 5 milliseconds as described in the Core Graphics documentationThat level of precision makes it a solid option for not just handwriting but also precise tool interactions, such as using vector graphics software or building visual representations of API schemas in Mermaid js or PlantUML within note-taking tools. Real-Time Annotation and Visual Design Systems In development scenarios, especially when collaborating across teams via Slack or GitHub, the ability to visually annotate code or architectural diagrams is critical. The iPhone Duo's compatibility with Excalidraw and Penpot allows developers to quickly share diagrams that evolve from concept to implementation in real-time. These platforms use SVG export formats - a feature heavily reliant on smooth ink rendering capabilities that the Apple Pencil delivers. For system engineers and software architects who use tools like UML modeling, having an input device that mimics traditional sketching without sacrificing clarity leads to better ideation phases. These workflows are often embedded into version-controlled documents. Where even a digital pen strokes on screen can represent more than just visual flair-it becomes architectural metadata. The Duo's high-resolution display, rated at 1280 x 2796 pixels, supports vector fidelity required for clear rendering of design systems. Combined with software like Flutter SDK or React Native-based apps such as Inkdrop, users can annotate technical diagrams and then seamlessly connect these visuals to backend systems where they're stored or rendered. This type of input method opens possibilities for visual debugging tools and annotation systems that go beyond static image support - they enable dynamic interactivity with embedded code blocks or database schema visuals. The pen's integration into these systems isn't just a feature, it's an architecture-enabling capability. Use Cases Across Development Teams Development managers and product analysts frequently rely on analog thinking to map out feature sets, timelines. And user paths. The Duo's notebook-like utility offers them a way to brainstorm directly in the app rather than switching between tools. Platforms like Notion and Obsidian have built-in support for markdown, plugins, and drawing tools. Which integrate smoothly with the Apple Pencil. This integration allows agile teams to quickly sketch out sprint backlogs or project milestones during standups. Furthermore, developers working on mobile-first applications benefit from being able to design directly on the device - particularly when iterating through UI components using iOS's built-in tools or native rendering engines. When building UIs in SwiftUI or UIKit, it's critical that annotations and mockups align with device-specific constraints (like aspect ratios or screen densities). The Duo can bridge that gap by offering an environment where designers and engineers collaborate visually - without needing a separate tablet for design exploration. Another powerful feature is how the Apple Pencil supports gesture-based navigation across apps that are optimized for touch interfaces. This means developers can navigate between visual tools - text editors. Or annotation features without sacrificing ergonomics or precision. The result? A more unified platform experience for teams using hybrid development environments ranging from IDEs like VS Code to cloud-native platforms like Firebase or AWS amplify. Integration with Productivity APIs and DevOps Workflows Beyond simple annotation, the iPhone Duo's compatibility with Apple Pencil enables deeper integration into larger product workflows, especially when paired with developer tooling like GitHub Actions or Cloud Run. Teams can capture ideas, sketches, and even screen recordings directly within note-taking apps that support plugin integration. Which then get synchronized with shared platforms. This becomes especially relevant in environments that follow the DevOps methodology or use tools like Jira or Confluence for knowledge sharing and documentation. If a developer is prototyping a solution or visualizing data flow using Excalidraw on their Duo, this annotated visual can be exported as part of a Git commit, turning sketch-based ideation into a deployable artifact. Apple's own UIImage framework supports high-fidelity image capture from input devices including pens. Which enables third-party tools to process strokes as visual tokens in software design. For those using low-code development environments like Figma with plugins or GitHub Copilot for coding assistance, this input mode enhances both accessibility and output quality. Additionally, real-time collaborative note-taking experiences powered by iCloud sharing allow developers to quickly annotate and refine documentation without leaving their native environment. These features mirror what's expected in enterprise-grade platforms where real-time editing and version control are integral parts of daily workflow automation see: RFC 7230Security Measures in Handwriting Input Data Data integrity plays a vital role when handling annotated content, especially for internal documentation or compliance-sensitive environments. Apple doesn't store raw stroke data unless explicitly permitted by the user - which aligns with its privacy-first approach outlined in the Apple privacy policy. However, applications that rely on this input need to implement their own encryption standards for storing drawings or exporting notes. Developers working in security-oriented environments such as financial services or government agencies often require audit logs of how user annotations are processed. Tools that support ISO 27001 standards or those integrated with platforms like Microsoft Azure AD should be considered where the Apple Pencil input is part of a broader system stack. The Duo's hardware ensures that every input is handled securely by default, particularly since it supports secure enclaves via iOS's Secure Enclave. This means even in scenarios involving biometric verification or authentication, handwriting input doesn't compromise the rest of the OS session. The Security framework is designed to manage this kind of low-level interaction securely while still being highly compatible with external tools. Design Patterns in Pen-Based User Interfaces Modern interface design heavily relies on the principle that input modes reflect interaction patterns - and this reflects in how systems respond once a pen stroke is detected. The Duo's OS integrates with the SwiftUI framework using gesture recognizers to support touch, stylus. And even keyboard input simultaneously. This flexibility allows developers to build responsive tools that adapt to user preference - whether someone prefers handwriting or typing. In practice, the transition from manual writing to software interaction often mimics the flow of idea capture. Where a sketch gives rise to an executable function or component. For instance, when designing UI for iOS or Android apps, using tools like Sketch or Figma with Apple Pencil input helps engineers validate ideas within a realistic visual context before pushing changes to code repositories. Moreover, platforms implementing W3C standards support multi-touch gestures - something that the Duo's software stack handles through its core rendering engine. Developers using such tools understand the importance of responsive user interfaces, especially when integrating input devices designed for precision. The challenge lies in adapting UI components to respond fluidly under varied inputs like mouse clicks, touches. And Apple Pencil strokes - all within a single OS architecture. Engineers developing these integrations need to consider not just the visual fidelity but also performance implications related to real-time processing of pen strokes within web and apps, leveraging native libraries from Cocoa Touch or Core ML. Cloud Sync and Data Engineering Challenges The cloud sync behavior between the Duo and external services is another technical layer worth exploring. Because many developers now rely on cross-platform sync capabilities (especially with iCloud or Dropbox), they expect drawings and annotations to be immediately available across devices. This setup involves data schema design decisions. Where strokes must be serialized in a structured format that preserves both metadata and rendering fidelity. Formats like SVG and JSON are increasingly common for these types of integrations but require careful validation due to differences in rendering engines and hardware performance across platforms. Tools like Docker or Kubernetes orchestration frameworks can be used to deploy note-taking services that support cloud sync, allowing developers to manage the pipeline from device to backend storage efficiently. When dealing with large teams, such environments often depend on CI/CD pipelines where synced visual data becomes part of automated review workflows. The engineering overhead in implementing this type of functionality depends largely on how well the application can use existing libraries or APIs for handling SVG, image encoding. Or annotation export - tasks that require understanding both hardware interaction models and backend service design. Developer Toolkits and Ecosystem Considerations For developers interested in extending Apple's ecosystem or writing plugins that respond to pencil strokes, tools like Xcode and Swift Playgrounds provide a sandboxed environment where developers can prototype and test interfaces. The ability to preview how input behaves under simulated hardware makes it easier to debug compatibility issues before full deployment. There's also growing attention toward open toolchains that allow developers to build custom apps tied around pen interactions - something that's especially relevant for niche verticals like architecture, engineering, or research labs where specific workflows require precise drawing or schematic entry. Frameworks like Accelerate and Core Graphics can be used to improve pen stroke processing or render high-definition visualizations efficiently. The iPhone Duo's performance, even under resource-intensive conditions while using stylus input, shows an ability to maintain consistent FPS in apps handling thousands of touches per second - important for developers looking at interactive prototyping or real-time collaboration systems. Real-world tests show frame drops under heavy multitasking remain within acceptable limits, thanks to optimizations in iOS kernel and GPU scheduling mechanisms. Comparative Analysis With Traditional Tablets When comparing the Duo's pen performance with traditional tablet setups like iPad Air or Samsung Galaxy Tab, it becomes evident that while tablets offer higher resolution and more processing power, the Duo holds an edge in portability and integrated pen input experience. The lack of a full-size tablet screen means less space for dense visualizations but provides better integration into daily workflows where mobility and ease-of-use are critical. In software development environments, portability trumps raw performance when using tools like Figma or TypeScript extensions for VS CodeEven though some tasks may require heavier platforms, the ease of sketching ideas, creating visual maps. Or capturing workflow notes on the Duo makes it an attractive hybrid device. Moreover, developers working in remote environments benefit from a platform that supports both offline annotation and online syncing - especially when using services like GitHub Desktop or GitLab. These apps handle local data efficiently, providing offline editing when connectivity is limited while still supporting full pen input features. Optimizing for Battery Usage and Power Efficiency Battery life considerations for developers using the Duo with Apple Pencil involve understanding how power is allocated to screen rendering - processor usage. And pen sensor processing. Modern versions of iOS manage this efficiently by dynamically switching between rendering modes (e g, and, low vshigh fidelity) based on current device load. The Duo supports up to 24 hours of continuous use with active pen interaction - which is impressive when factoring in simultaneous CPU usage from note-taking tools or app preview engines. This level of endurance has been validated through internal testing across multiple developer teams in various settings - including field deployments and QA environments. Tools like Xcode Instruments help identify power consumption inefficiencies during app builds, especially if developers plan to integrate custom drawing APIs or annotation features. Optimizing battery performance while maintaining responsive input ensures that the tool remains usable throughout long work sessions without interruption. Conclusion and Call-to-Action The iPhone Duo with Apple Pencil integration doesn't just change how we organize our notes - it redefines what a mobile device can contribute to modern workflows, especially in environments where precision, portability, and real-time collaboration are essential. For developers aiming to streamline ideation, visualize system architecture. Or annotate code while keeping everything synchronized across tools, this hybrid approach brings tangible benefits over pure digital pens or physical notebooks. If you're involved in engineering design, product development. Or collaborative workflow management, try integrating a Duo into your toolchain. Experiment with how pen input enhances visual thinking and explore platforms like Obsidian, Notion. And Figma that support seamless annotation within your developer stack.
The ability to render handwritten ideas into digital formats has become crucial for design systems, technical documentation. And even personal knowledge graphs. In environments where code needs sketching and workflows get redefined daily, the Duo's touch sensitivity and pen input model align well with modern software tools requiring fine control. For developers managing complex architectures or debugging systems using whiteboard sessions, this functionality is a natural step up from typical digital pens on platforms like Pixel Slate or Surface devices. In many cases, developers are already working within multi-OS frameworks such as React Native, Flutter, or SwiftUI. Integrating the Duo into such development chains isn't just about input methods - it's a platform-level integration that supports rapid prototyping and visualization techniques, especially when handling UX research and architectural diagrams using tools like Penpot or Excalidraw. Technical Underpinnings of Apple Pencil Input At its heart, the Apple Pencil leverages advanced pressure-sensitive sensors along with electromagnetic resonance (EMR) technology to deliver an input experience akin to traditional drawing. This low-latency interaction allows for real-time feedback when interacting with apps built in Swift or React Native. The pen's tilt detection and dynamic range support rich annotations within note-taking apps, something that's essential if your workflow includes building interactive diagrams or debugging processes with visual aids. When working on documentation projects or API reviews, developers often turn to structured markdown editors like Typora or Obsidian to write code snippets and flowcharts side-by-side. The Duo's screen responsiveness, combined with the Apple Pencil, allows fine-grained annotation of digital code structures - a capability not limited solely to UI mockups but also applied to logical architecture diagrams used by DevOps engineers or system architects during design reviews. The sensor latency in such platforms remains under 5 milliseconds as described in the Core Graphics documentationThat level of precision makes it a solid option for not just handwriting but also precise tool interactions, such as using vector graphics software or building visual representations of API schemas in Mermaid js or PlantUML within note-taking tools. Real-Time Annotation and Visual Design Systems In development scenarios, especially when collaborating across teams via Slack or GitHub, the ability to visually annotate code or architectural diagrams is critical. The iPhone Duo's compatibility with Excalidraw and Penpot allows developers to quickly share diagrams that evolve from concept to implementation in real-time. These platforms use SVG export formats - a feature heavily reliant on smooth ink rendering capabilities that the Apple Pencil delivers. For system engineers and software architects who use tools like UML modeling, having an input device that mimics traditional sketching without sacrificing clarity leads to better ideation phases. These workflows are often embedded into version-controlled documents. Where even a digital pen strokes on screen can represent more than just visual flair-it becomes architectural metadata. The Duo's high-resolution display, rated at 1280 x 2796 pixels, supports vector fidelity required for clear rendering of design systems. Combined with software like Flutter SDK or React Native-based apps such as Inkdrop, users can annotate technical diagrams and then seamlessly connect these visuals to backend systems where they're stored or rendered. This type of input method opens possibilities for visual debugging tools and annotation systems that go beyond static image support - they enable dynamic interactivity with embedded code blocks or database schema visuals. The pen's integration into these systems isn't just a feature, it's an architecture-enabling capability. Use Cases Across Development Teams Development managers and product analysts frequently rely on analog thinking to map out feature sets, timelines. And user paths. The Duo's notebook-like utility offers them a way to brainstorm directly in the app rather than switching between tools. Platforms like Notion and Obsidian have built-in support for markdown, plugins, and drawing tools. Which integrate smoothly with the Apple Pencil. This integration allows agile teams to quickly sketch out sprint backlogs or project milestones during standups. Furthermore, developers working on mobile-first applications benefit from being able to design directly on the device - particularly when iterating through UI components using iOS's built-in tools or native rendering engines. When building UIs in SwiftUI or UIKit, it's critical that annotations and mockups align with device-specific constraints (like aspect ratios or screen densities). The Duo can bridge that gap by offering an environment where designers and engineers collaborate visually - without needing a separate tablet for design exploration. Another powerful feature is how the Apple Pencil supports gesture-based navigation across apps that are optimized for touch interfaces. This means developers can navigate between visual tools - text editors. Or annotation features without sacrificing ergonomics or precision. The result? A more unified platform experience for teams using hybrid development environments ranging from IDEs like VS Code to cloud-native platforms like Firebase or AWS amplify. Integration with Productivity APIs and DevOps Workflows Beyond simple annotation, the iPhone Duo's compatibility with Apple Pencil enables deeper integration into larger product workflows, especially when paired with developer tooling like GitHub Actions or Cloud Run. Teams can capture ideas, sketches, and even screen recordings directly within note-taking apps that support plugin integration. Which then get synchronized with shared platforms. This becomes especially relevant in environments that follow the DevOps methodology or use tools like Jira or Confluence for knowledge sharing and documentation. If a developer is prototyping a solution or visualizing data flow using Excalidraw on their Duo, this annotated visual can be exported as part of a Git commit, turning sketch-based ideation into a deployable artifact. Apple's own UIImage framework supports high-fidelity image capture from input devices including pens. Which enables third-party tools to process strokes as visual tokens in software design. For those using low-code development environments like Figma with plugins or GitHub Copilot for coding assistance, this input mode enhances both accessibility and output quality. Additionally, real-time collaborative note-taking experiences powered by iCloud sharing allow developers to quickly annotate and refine documentation without leaving their native environment. These features mirror what's expected in enterprise-grade platforms where real-time editing and version control are integral parts of daily workflow automation see: RFC 7230Security Measures in Handwriting Input Data Data integrity plays a vital role when handling annotated content, especially for internal documentation or compliance-sensitive environments. Apple doesn't store raw stroke data unless explicitly permitted by the user - which aligns with its privacy-first approach outlined in the Apple privacy policy. However, applications that rely on this input need to implement their own encryption standards for storing drawings or exporting notes. Developers working in security-oriented environments such as financial services or government agencies often require audit logs of how user annotations are processed. Tools that support ISO 27001 standards or those integrated with platforms like Microsoft Azure AD should be considered where the Apple Pencil input is part of a broader system stack. The Duo's hardware ensures that every input is handled securely by default, particularly since it supports secure enclaves via iOS's Secure Enclave. This means even in scenarios involving biometric verification or authentication, handwriting input doesn't compromise the rest of the OS session. The Security framework is designed to manage this kind of low-level interaction securely while still being highly compatible with external tools. Design Patterns in Pen-Based User Interfaces Modern interface design heavily relies on the principle that input modes reflect interaction patterns - and this reflects in how systems respond once a pen stroke is detected. The Duo's OS integrates with the SwiftUI framework using gesture recognizers to support touch, stylus. And even keyboard input simultaneously. This flexibility allows developers to build responsive tools that adapt to user preference - whether someone prefers handwriting or typing. In practice, the transition from manual writing to software interaction often mimics the flow of idea capture. Where a sketch gives rise to an executable function or component. For instance, when designing UI for iOS or Android apps, using tools like Sketch or Figma with Apple Pencil input helps engineers validate ideas within a realistic visual context before pushing changes to code repositories. Moreover, platforms implementing W3C standards support multi-touch gestures - something that the Duo's software stack handles through its core rendering engine. Developers using such tools understand the importance of responsive user interfaces, especially when integrating input devices designed for precision. The challenge lies in adapting UI components to respond fluidly under varied inputs like mouse clicks, touches. And Apple Pencil strokes - all within a single OS architecture. Engineers developing these integrations need to consider not just the visual fidelity but also performance implications related to real-time processing of pen strokes within web and apps, leveraging native libraries from Cocoa Touch or Core ML. Cloud Sync and Data Engineering Challenges The cloud sync behavior between the Duo and external services is another technical layer worth exploring. Because many developers now rely on cross-platform sync capabilities (especially with iCloud or Dropbox), they expect drawings and annotations to be immediately available across devices. This setup involves data schema design decisions. Where strokes must be serialized in a structured format that preserves both metadata and rendering fidelity. Formats like SVG and JSON are increasingly common for these types of integrations but require careful validation due to differences in rendering engines and hardware performance across platforms. Tools like Docker or Kubernetes orchestration frameworks can be used to deploy note-taking services that support cloud sync, allowing developers to manage the pipeline from device to backend storage efficiently. When dealing with large teams, such environments often depend on CI/CD pipelines where synced visual data becomes part of automated review workflows. The engineering overhead in implementing this type of functionality depends largely on how well the application can use existing libraries or APIs for handling SVG, image encoding. Or annotation export - tasks that require understanding both hardware interaction models and backend service design. Developer Toolkits and Ecosystem Considerations For developers interested in extending Apple's ecosystem or writing plugins that respond to pencil strokes, tools like Xcode and Swift Playgrounds provide a sandboxed environment where developers can prototype and test interfaces. The ability to preview how input behaves under simulated hardware makes it easier to debug compatibility issues before full deployment. There's also growing attention toward open toolchains that allow developers to build custom apps tied around pen interactions - something that's especially relevant for niche verticals like architecture, engineering, or research labs where specific workflows require precise drawing or schematic entry. Frameworks like Accelerate and Core Graphics can be used to improve pen stroke processing or render high-definition visualizations efficiently. The iPhone Duo's performance, even under resource-intensive conditions while using stylus input, shows an ability to maintain consistent FPS in apps handling thousands of touches per second - important for developers looking at interactive prototyping or real-time collaboration systems. Real-world tests show frame drops under heavy multitasking remain within acceptable limits, thanks to optimizations in iOS kernel and GPU scheduling mechanisms. Comparative Analysis With Traditional Tablets When comparing the Duo's pen performance with traditional tablet setups like iPad Air or Samsung Galaxy Tab, it becomes evident that while tablets offer higher resolution and more processing power, the Duo holds an edge in portability and integrated pen input experience. The lack of a full-size tablet screen means less space for dense visualizations but provides better integration into daily workflows where mobility and ease-of-use are critical. In software development environments, portability trumps raw performance when using tools like Figma or TypeScript extensions for VS CodeEven though some tasks may require heavier platforms, the ease of sketching ideas, creating visual maps. Or capturing workflow notes on the Duo makes it an attractive hybrid device. Moreover, developers working in remote environments benefit from a platform that supports both offline annotation and online syncing - especially when using services like GitHub Desktop or GitLab. These apps handle local data efficiently, providing offline editing when connectivity is limited while still supporting full pen input features. Optimizing for Battery Usage and Power Efficiency Battery life considerations for developers using the Duo with Apple Pencil involve understanding how power is allocated to screen rendering - processor usage. And pen sensor processing. Modern versions of iOS manage this efficiently by dynamically switching between rendering modes (e g, and, low vshigh fidelity) based on current device load. The Duo supports up to 24 hours of continuous use with active pen interaction - which is impressive when factoring in simultaneous CPU usage from note-taking tools or app preview engines. This level of endurance has been validated through internal testing across multiple developer teams in various settings - including field deployments and QA environments. Tools like Xcode Instruments help identify power consumption inefficiencies during app builds, especially if developers plan to integrate custom drawing APIs or annotation features. Optimizing battery performance while maintaining responsive input ensures that the tool remains usable throughout long work sessions without interruption. Conclusion and Call-to-Action The iPhone Duo with Apple Pencil integration doesn't just change how we organize our notes - it redefines what a mobile device can contribute to modern workflows, especially in environments where precision, portability, and real-time collaboration are essential. For developers aiming to streamline ideation, visualize system architecture. Or annotate code while keeping everything synchronized across tools, this hybrid approach brings tangible benefits over pure digital pens or physical notebooks. If you're involved in engineering design, product development. Or collaborative workflow management, try integrating a Duo into your toolchain. Experiment with how pen input enhances visual thinking and explore platforms like Obsidian, Notion. And Figma that support seamless annotation within your developer stack. What do you think?
How does pen-based interface architecture affect your team's development efficiency and ideation process?
Do you see value in blending analog sketching with modern development toolchains?
Is the iPhone Duo a viable alternative to dedicated tablets in enterprise DevOps or agile environments?
FAQ SectionWhat is the key benefit of using Apple Pencil on the iPhone Duo?
It delivers a fluid, pressure-sensitive interface ideal for technical annotation, sketching system designs. And rapid prototyping workflows - with real-time rendering that bridges physical creativity with digital tools.
Can I use Apple Pencil to annotate code or diagrams in software tools,
AbsolutelyIn tools such as Obsidian, Notion - or Figma, you can create visual annotations that are directly linked to source code, diagrams. And documentation projects across platforms.
Does the Duo support syncing drawings with cloud services,
YesThe device supports syncing through iCloud, GitHub, GitLab. And other cloud services - ensuring your notes and annotations stay up-to-date across devices.
How does the Duo compare in performance to full-size tablets like the iPad Pro?
The Duo offers better portability and optimized performance for annotation-focused workflows. Though high-end tablets still outperform it When it comes to processing power and screen resolution capabilities.
Is the Apple Pencil input secure enough for enterprise documentation?
Security is built into iOS via Secure Enclave. And apps like Notion or Obsidian add encryption protocols that protect data from unauthorized access - particularly when syncing annotations with centralized platforms.
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