Connected Data Architecture
Connected Data Architecture
Connected Data Architecture
The Connected Data Architecture (CDA) is the overarching framework that incorporates various layers and models to facilitate integrated data management and analysis. It is the layer to connect any application, whether a website, an app, or a piece of software. The CDA Protocol plays a major part in ensuring secure, on-device orchestration of multi-application tasks without depending on 1000s of APIs. Yes, it's like an invisible Zapier for one's device. This is a patentable technology that we can open-source. The architecture is designed to enable seamless communication, data sharing, and intelligence across different systems and platforms. The key highlights for CDA are as follows:
edge computing (on-device); NOT on cloud
secure and private
central AI layer for context processing
agentic actions across complex, sequential tasks
The Connected Data Architecture (CDA) is the overarching framework that incorporates various layers and models to facilitate integrated data management and analysis. It is the layer to connect any application, whether a website, an app, or a piece of software. The CDA Protocol plays a major part in ensuring secure, on-device orchestration of multi-application tasks without depending on 1000s of APIs. Yes, it's like an invisible Zapier for one's device. This is a patentable technology that we can open-source. The architecture is designed to enable seamless communication, data sharing, and intelligence across different systems and platforms. The key highlights for CDA are as follows:
edge computing (on-device); NOT on cloud
secure and private
central AI layer for context processing
agentic actions across complex, sequential tasks
The Connected Data Architecture (CDA) is the overarching framework that incorporates various layers and models to facilitate integrated data management and analysis. It is the layer to connect any application, whether a website, an app, or a piece of software. The CDA Protocol plays a major part in ensuring secure, on-device orchestration of multi-application tasks without depending on 1000s of APIs. Yes, it's like an invisible Zapier for one's device. This is a patentable technology that we can open-source. The architecture is designed to enable seamless communication, data sharing, and intelligence across different systems and platforms. The key highlights for CDA are as follows:
edge computing (on-device); NOT on cloud
secure and private
central AI layer for context processing
agentic actions across complex, sequential tasks
Central Intelligence Layer (CIL)
Central Intelligence Layer (CIL)
Central Intelligence Layer (CIL)
This OS layer leverages ARM-based CPUs, GPUs, and optional NPUs/DSPs for on-device AI inference, featuring ephemeral caching of AI models and local data in an encrypted partition. User Applications and Sensors (like cameras, GPS, and accelerometers) feed contextual data into the system (with user consent). The AOSP-derived Linux Kernel is customized with a modified HAL to provide AI acceleration hooks and integrated memory management for large language models, while enhanced security modules (like SELinux) enforce authentication policies. Specialized I/O scheduling further prioritizes AI inference workloads to ensure optimal performance.
This OS layer leverages ARM-based CPUs, GPUs, and optional NPUs/DSPs for on-device AI inference, featuring ephemeral caching of AI models and local data in an encrypted partition. User Applications and Sensors (like cameras, GPS, and accelerometers) feed contextual data into the system (with user consent). The AOSP-derived Linux Kernel is customized with a modified HAL to provide AI acceleration hooks and integrated memory management for large language models, while enhanced security modules (like SELinux) enforce authentication policies. Specialized I/O scheduling further prioritizes AI inference workloads to ensure optimal performance.
This OS layer leverages ARM-based CPUs, GPUs, and optional NPUs/DSPs for on-device AI inference, featuring ephemeral caching of AI models and local data in an encrypted partition. User Applications and Sensors (like cameras, GPS, and accelerometers) feed contextual data into the system (with user consent). The AOSP-derived Linux Kernel is customized with a modified HAL to provide AI acceleration hooks and integrated memory management for large language models, while enhanced security modules (like SELinux) enforce authentication policies. Specialized I/O scheduling further prioritizes AI inference workloads to ensure optimal performance.
Agentic Action Models (AAM)
Agentic Action Models (AAM)
Agentic Action Models (AAM)
The AAM is focused on enabling proactive actions based on the analytics and insights generated by the CIL. It uses advanced algorithms to predict outcomes and automate responses, effectively acting on the intelligence provided by the Central Intelligence Layer.
The AAM is focused on enabling proactive actions based on the analytics and insights generated by the CIL. It uses advanced algorithms to predict outcomes and automate responses, effectively acting on the intelligence provided by the Central Intelligence Layer.
The AAM is focused on enabling proactive actions based on the analytics and insights generated by the CIL. It uses advanced algorithms to predict outcomes and automate responses, effectively acting on the intelligence provided by the Central Intelligence Layer.
Agentic Action Models (AAM)
Agentic Action Models (AAM)
Agentic Action Models (AAM)
The AAM is focused on enabling proactive actions based on the analytics and insights generated by the CIL. It uses advanced algorithms to predict outcomes and automate responses, effectively acting on the intelligence provided by the Central Intelligence Layer.
The AAM is focused on enabling proactive actions based on the analytics and insights generated by the CIL. It uses advanced algorithms to predict outcomes and automate responses, effectively acting on the intelligence provided by the Central Intelligence Layer.
The AAM is focused on enabling proactive actions based on the analytics and insights generated by the CIL. It uses advanced algorithms to predict outcomes and automate responses, effectively acting on the intelligence provided by the Central Intelligence Layer.
Connected Data Protocol (CDP)
Connected Data Protocol (CDP)
Connected Data Protocol (CDP)
This protocol defines the standards and methodologies for data exchange among the different components of the CDA. It ensures that data is transmitted securely and efficiently, maintaining integrity and compliance with data governance standards.
The Connected Data Protocol (CDP) is a collection of open specifications. The specifications consist of protocol APIs, message formats, network design, and reference algorithms. These allow applications to talk to the central process and thus create an immersive and personalized experience for the consumer. As a protocol, CDA is multi-layered, with a structure and organization resembling HTTP.
The CDP consists of several specifications because creating an open network requires the implementation of multiple layers of infrastructure, and each layer has its specifications. The HTTP protocol, for example, would not be able to deliver its functionality without its multiple layers, and the same applies to CDP. Following is the list of layers that CDP follows
This protocol defines the standards and methodologies for data exchange among the different components of the CDA. It ensures that data is transmitted securely and efficiently, maintaining integrity and compliance with data governance standards.
The Connected Data Protocol (CDP) is a collection of open specifications. The specifications consist of protocol APIs, message formats, network design, and reference algorithms. These allow applications to talk to the central process and thus create an immersive and personalized experience for the consumer. As a protocol, CDA is multi-layered, with a structure and organization resembling HTTP.
The CDP consists of several specifications because creating an open network requires the implementation of multiple layers of infrastructure, and each layer has its specifications. The HTTP protocol, for example, would not be able to deliver its functionality without its multiple layers, and the same applies to CDP. Following is the list of layers that CDP follows
This protocol defines the standards and methodologies for data exchange among the different components of the CDA. It ensures that data is transmitted securely and efficiently, maintaining integrity and compliance with data governance standards.
The Connected Data Protocol (CDP) is a collection of open specifications. The specifications consist of protocol APIs, message formats, network design, and reference algorithms. These allow applications to talk to the central process and thus create an immersive and personalized experience for the consumer. As a protocol, CDA is multi-layered, with a structure and organization resembling HTTP.
The CDP consists of several specifications because creating an open network requires the implementation of multiple layers of infrastructure, and each layer has its specifications. The HTTP protocol, for example, would not be able to deliver its functionality without its multiple layers, and the same applies to CDP. Following is the list of layers that CDP follows
Scope in CDA
Scope in CDA
Scope in CDA
The Scopes within the CDA act as a comprehensive category of interactions, actions, and services that a user engages with across various technological ecosystems. It provides a unified reference framework, enabling applications to understand and contextualize diverse user behaviors and service touchpoints. This is pivotal in facilitating interoperability, personalization, and efficient service integration. Below is an elaboration on the types of interactions and services (as of now, we will be adding more) encapsulated within:
The Scopes within the CDA act as a comprehensive category of interactions, actions, and services that a user engages with across various technological ecosystems. It provides a unified reference framework, enabling applications to understand and contextualize diverse user behaviors and service touchpoints. This is pivotal in facilitating interoperability, personalization, and efficient service integration. Below is an elaboration on the types of interactions and services (as of now, we will be adding more) encapsulated within:
The Scopes within the CDA act as a comprehensive category of interactions, actions, and services that a user engages with across various technological ecosystems. It provides a unified reference framework, enabling applications to understand and contextualize diverse user behaviors and service touchpoints. This is pivotal in facilitating interoperability, personalization, and efficient service integration. Below is an elaboration on the types of interactions and services (as of now, we will be adding more) encapsulated within:
Shopping
Shopping
Shopping
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Includes platforms and interactions related to online shopping, food delivery, and internet marketplaces. These services involve actions such as browsing products, placing orders, tracking deliveries, and managing returns.
Includes platforms and interactions related to online shopping, food delivery, and internet marketplaces. These services involve actions such as browsing products, placing orders, tracking deliveries, and managing returns.
Includes platforms and interactions related to online shopping, food delivery, and internet marketplaces. These services involve actions such as browsing products, placing orders, tracking deliveries, and managing returns.
Mobility, Logistics and Transportation
Mobility, Logistics and Transportation
Mobility, Logistics and Transportation
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Encompasses on-demand mobility services, freight management, and logistics coordination. This category records actions such as booking rides, scheduling deliveries, tracking routes, and managing logistics workflows.
Encompasses on-demand mobility services, freight management, and logistics coordination. This category records actions such as booking rides, scheduling deliveries, tracking routes, and managing logistics workflows.
Encompasses on-demand mobility services, freight management, and logistics coordination. This category records actions such as booking rides, scheduling deliveries, tracking routes, and managing logistics workflows.
Social Media and Communication
Social Media and Communication
Social Media and Communication
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Covers interactions on social platforms and digital communication channels. These services capture actions such as posting content, sharing messages, interacting with followers, and joining communities.
Covers interactions on social platforms and digital communication channels. These services capture actions such as posting content, sharing messages, interacting with followers, and joining communities.
Covers interactions on social platforms and digital communication channels. These services capture actions such as posting content, sharing messages, interacting with followers, and joining communities.
Health and Fitness
Health and Fitness
Health and Fitness
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Focuses on digital tools and platforms for health tracking, fitness management, and telemedicine. Actions include scheduling consultations, tracking health metrics, managing prescriptions, and accessing health education.
Focuses on digital tools and platforms for health tracking, fitness management, and telemedicine. Actions include scheduling consultations, tracking health metrics, managing prescriptions, and accessing health education.
Focuses on digital tools and platforms for health tracking, fitness management, and telemedicine. Actions include scheduling consultations, tracking health metrics, managing prescriptions, and accessing health education.
Finance
Finance
Finance
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Represents platforms and services for payments, savings, and investments. Interactions involve making a payment, starting savings goals, etc.
Represents platforms and services for payments, savings, and investments. Interactions involve making a payment, starting savings goals, etc.
Represents platforms and services for payments, savings, and investments. Interactions involve making a payment, starting savings goals, etc.
Education and Learning
Education and Learning
Education and Learning
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Represents platforms and services for online learning, skill development, and academic support. Interactions involve enrolling in courses, accessing learning materials, taking assessments, and engaging in virtual classrooms.
Represents platforms and services for online learning, skill development, and academic support. Interactions involve enrolling in courses, accessing learning materials, taking assessments, and engaging in virtual classrooms.
Represents platforms and services for online learning, skill development, and academic support. Interactions involve enrolling in courses, accessing learning materials, taking assessments, and engaging in virtual classrooms.
Travel and Hospitality
Travel and Hospitality
Travel and Hospitality
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Encompasses platforms and services for travel planning, booking, and hospitality experiences. This category covers everything from transportation arrangements to accommodation and trip management.
Encompasses platforms and services for travel planning, booking, and hospitality experiences. This category covers everything from transportation arrangements to accommodation and trip management.
Encompasses platforms and services for travel planning, booking, and hospitality experiences. This category covers everything from transportation arrangements to accommodation and trip management.
Entertainment
Entertainment
Entertainment
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Covers platforms and services related to content consumption, gaming, and live events. These interactions include streaming digital media, participating in gaming ecosystems, and engaging with cultural or social events.
Covers platforms and services related to content consumption, gaming, and live events. These interactions include streaming digital media, participating in gaming ecosystems, and engaging with cultural or social events.
Covers platforms and services related to content consumption, gaming, and live events. These interactions include streaming digital media, participating in gaming ecosystems, and engaging with cultural or social events.
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