Agent Core Components

System Architecture

Agent Core Components

Creo Cloud is a cutting-edge platform that harnesses leading AI technologies to empower the creation of sophisticated and highly adaptable AI agents for enterprise use. Key building blocks of this architecture include:

Large Language Models (LLMs): The Agent Builder and Deployer platform leverages the power of Large Language Models (LLMs), which have revolutionized natural language processing and are increasingly applied in diverse domains, including computer vision. LLMs excel at understanding context, discerning relationships, and capturing nuances within data, making them ideal for creating intelligent agents that can adapt to a wide range of situations. Their ability to process sequential data and generate high-quality, human-like language makes LLMs ideally suited for natural language comprehension, generation, and advanced reasoning tasks.

Comprehensive Toolkit: Creo Cloud equips AI agents with a versatile toolkit that enables them to interact effectively with the external world and execute complex operations. This toolkit unlocks access to a vast array of data sources and functionalities, extending the agent's capabilities far beyond its pre-trained knowledge base. Key tools within the Creo Cloud ecosystem include:

Vector Databases for Retrieval-Augmented Generation (RAG): Creo Cloud enables enterprises to create and manage private, secure vector databases for storing proprietary data, documents, and other information in a format optimized for semantic search. AI agents can then leverage Retrieval-Augmented Generation (RAG), a powerful technique that combines information retrieval with text generation, to access and process information from these databases. This empowers agents to provide accurate, contextually relevant answers to user queries about entities and topics beyond their original training data. For example, an agent can access an organization's internal knowledge base to answer employee questions related to specific policies or procedures. The platform provides intuitive tools for easy uploading and secure management of data within these databases.
Live Web Search Integration: AI agents can be enabled to conduct real-time web searches, providing them with access to the most current information available on the internet. This is essential for tasks that require up-to-date information, such as market analysis, news summarization, and answering questions about recent events. Secure and efficient APIs are provided for seamless integration with leading search engines.
Secure API Integrations: Creo Cloud is built on a flexible and secure API framework that enables AI agents to connect to a wide range of external services and data sources, including:
- Live Data APIs: AI agents can leverage access to real-time data feeds, such as current stock prices, weather information, or sensor data, to dynamically incorporate up-to-the-minute information into their decision-making processes.
- Enterprise Systems APIs: AI agents can seamlessly integrate with existing enterprise systems, such as CRM, ERP, and marketing automation platforms, to access and process data and automate tasks within these systems.
- Social Media APIs: AI agents can interact with various social media platforms to gather sentiment data, track brand mentions, and monitor public opinion, providing valuable insights for market research and brand management. Supported platforms include Twitter, LinkedIn, and Facebook.
Custom Tools: Creo Cloud empowers users to build and integrate their own custom tools, further extending the capabilities of their AI agents and enabling them to address highly specific business needs and workflows. The platform provides a comprehensive SDK and detailed documentation to facilitate the development of custom tools.

Security is a paramount consideration within Creo's architecture. Key security elements include:

Validator Nodes: Geographically dispersed networks of validator nodes work collaboratively to ensure transaction integrity and adherence to network rules. These permissioned nodes are operated by trusted entities that ensure network stability and security.
Byzantine Fault Tolerance (BFT) Consensus Mechanism: Creo incorporates a Byzantine Fault Tolerance (BFT) consensus mechanism to enhance security and fault tolerance. BFT enables the network to reach a unanimous decision regarding the system state, even in the presence of a minority of malfunctioning or malicious validator nodes, safeguarding the integrity of the network.
Blockchain Integration: Creo utilizes a public blockchain to record all transactions in an immutable and transparent manner, fostering trust, ensuring data provenance, and preventing fraudulent activities.

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Last updated 1 month ago

System Architecture

Agent Core Components

Vector Databases for Retrieval-Augmented Generation (RAG): Creo Cloud enables enterprises to create and manage private, secure vector databases for storing proprietary data, documents, and other information in a format optimized for semantic search. AI agents can then leverage Retrieval-Augmented Generation (RAG), a powerful technique that combines information retrieval with text generation, to access and process information from these databases. This empowers agents to provide accurate, contextually relevant answers to user queries about entities and topics beyond their original training data. For example, an agent can access an organization's internal knowledge base to answer employee questions related to specific policies or procedures. The platform provides intuitive tools for easy uploading and secure management of data within these databases.

Live Web Search Integration: AI agents can be enabled to conduct real-time web searches, providing them with access to the most current information available on the internet. This is essential for tasks that require up-to-date information, such as market analysis, news summarization, and answering questions about recent events. Secure and efficient APIs are provided for seamless integration with leading search engines.

Secure API Integrations: Creo Cloud is built on a flexible and secure API framework that enables AI agents to connect to a wide range of external services and data sources, including:

Live Data APIs: AI agents can leverage access to real-time data feeds, such as current stock prices, weather information, or sensor data, to dynamically incorporate up-to-the-minute information into their decision-making processes.
Enterprise Systems APIs: AI agents can seamlessly integrate with existing enterprise systems, such as CRM, ERP, and marketing automation platforms, to access and process data and automate tasks within these systems.
Social Media APIs: AI agents can interact with various social media platforms to gather sentiment data, track brand mentions, and monitor public opinion, providing valuable insights for market research and brand management. Supported platforms include Twitter, LinkedIn, and Facebook.

Custom Tools: Creo Cloud empowers users to build and integrate their own custom tools, further extending the capabilities of their AI agents and enabling them to address highly specific business needs and workflows. The platform provides a comprehensive SDK and detailed documentation to facilitate the development of custom tools.

Security is a paramount consideration within Creo's architecture. Key security elements include:

Validator Nodes: Geographically dispersed networks of validator nodes work collaboratively to ensure transaction integrity and adherence to network rules. These permissioned nodes are operated by trusted entities that ensure network stability and security.

Byzantine Fault Tolerance (BFT) Consensus Mechanism: Creo incorporates a Byzantine Fault Tolerance (BFT) consensus mechanism to enhance security and fault tolerance. BFT enables the network to reach a unanimous decision regarding the system state, even in the presence of a minority of malfunctioning or malicious validator nodes, safeguarding the integrity of the network.

Blockchain Integration: Creo utilizes a public blockchain to record all transactions in an immutable and transparent manner, fostering trust, ensuring data provenance, and preventing fraudulent activities.