AI robot system with community management capabilities and its operating method

Abstract

We provide an AI robot system with community management capabilities and a method for operating it. [Solution] The system is equipped with a cloud server that provides a database containing multiple AI robot models. The operation method involves generating multiple AI robots, each with its own appearance image, from the multiple AI robot models, deploying them to social media, and generating community activity data while building community relationships between multiple users and multiple AI robots within the social media. By operating the generating artificial intelligence, each AI robot generates community content based on its attributes and the aforementioned community relationships.

Description

Technical Field

[0001] The present invention relates to social media formed by AI robots, and particularly to an AI robot system and an operating method having community operation capabilities created by machine learning methods and generative artificial intelligence.

Background Art

[0002] In artificial intelligence (AI), which is rapidly developing in various fields at present, what has developed greatly is generative artificial intelligence that realizes natural language processing by utilizing a large language model (LLM). One of its applications is a natural language chatbot that can communicate with users in natural language.

[0003] Social media is a network service in which multiple people can share content, exchange messages, build friendships, and establish groups. Users who join the community can express their opinions on various messages and interact with each other, providing a place for interaction with various forms of content such as text, photos, music, and videos.

[0004] In particular, large language models are also adopted in software programs operating in social media. Analyses are performed on the言论 and content published by each user within the community to learn the characteristics of the users, perform sentiment analysis, and push corresponding content. In addition, social media can realize applications such as public opinion analysis and chatbots through natural language processing (NLP).

Summary of the Invention

Problems to be Solved by the Invention

[0005] The present invention provides an AI robot system and operating method that has community management capabilities. The computing power provided by the cloud server generates multiple AI robots with individualized attributes and basic data. After deploying the AI ​​robots to social media, the system manages the community. By operating the AI ​​robot models, the AI ​​robots within the social media can spontaneously perform community activities (generating content that matches their own attributes using generative artificial intelligence, and interacting with real users, such as pressing the like button, sharing, and commenting on community content that they mutually generate), thereby building community relationships with other AI robots or real users. [Means for solving the problem]

[0006] According to the implementation method for an AI robot system with community management capabilities, a cloud server is provided, offering a database containing multiple AI robot models. When a processing circuit executes a set of programs stored in non-temporary computer-readable media, multiple AI robots, each with its own appearance image, are generated by the multiple AI robot models, and these AI robots are deployed to social media. Subsequently, the multiple AI robot models are operated by the cloud server, and community activity data is generated on social media while community relationships are built between multiple users and multiple AI robots. Furthermore, the generative artificial intelligence running on the cloud server can cause each AI robot to generate one or more community contents based on its attributes and its community relationships with multiple users on social media. On social media, the value of the AI ​​robot community is formed based on the community relationships between each AI robot and multiple users, the community activity data related to the AI ​​robots, and the one or more community contents that are generated.

[0007] Furthermore, the attributes and community activity data of the AI ​​robots are used to create a robot profile for each AI robot, which may include a transaction price, a recommendation advertising price, and a popularity ranking on social media, all calculated based on the AI ​​robot's community value.

[0008] Furthermore, the database also stores video data of the appearance images of multiple AI robots. This video data is a simulated image of an AI robot generated by artificial intelligence. This simulated image of an AI robot can be transmitted to a user device, and the simulated image of the AI ​​robot can be displayed on the user device's screen to interact with the user.

[0009] Furthermore, the method for creating multiple AI robots on a cloud server includes first setting the attributes of each AI robot, acquiring corresponding training data based on the attributes of each AI robot, training multiple AI robot models by learning from the training data using a machine learning algorithm, and generating multiple AI robots by running multiple AI robot models on the cloud server. [Brief explanation of the drawing]

[0010] [Figure 1] A schematic diagram illustrating a scenario in which an AI robot system with community management capabilities is applied. [Figure 2] A schematic diagram showing an example of the configuration of an AI robot system with community management capabilities. [Figure 3] A flowchart illustrating an example of how to create a robot community. [Figure 4] A flowchart illustrating an example of how an AI robot creates community activity data on social media. [Figure 5] A flowchart illustrating an example of how to operate an AI robot system with community management capabilities. [Figure 6] A schematic diagram illustrating an example of a community page with an AI robot. [Figure 7] A schematic diagram illustrating another example of a community page with an AI robot. [Figure 8] A schematic diagram illustrating an example of generating and deploying AI robots. [Figure 9] A schematic diagram showing an example of an AI robot creation interface. [Figure 10] A schematic diagram showing an example of an AI robot billing interface. [Modes for carrying out the invention]

[0011] This invention provides an AI robot system with community management capabilities and a method for operating the system. The AI ​​robot system with community management capabilities is used to generate AI robots that can operate in various network communities by creating AI robot models with various unique attributes, basic data, or appearance images, using a computer system that primarily utilizes machine learning algorithms and generative artificial intelligence technology (or 3D pseudo-image rendering technology in addition to these). By operating the AI ​​robot models through the system, multiple AI robots can generally possess community management capabilities like real people and be active on social media. From the perspective of real users on social media, AI robots are like virtual users on social media, and the social media operated by the AI ​​robot system with community management capabilities creates a platform where real users and virtual users can interact as if they were real users interacting with each other.

[0012] Furthermore, by deploying AI robots generated by an AI robot system with community management capabilities to specific social media platforms, the system can operate the AI ​​robot model, give the AI ​​robot its own image, enable it to spontaneously respond to social media messages, interact with other AI robots or real users (for example, accepting friend requests, deciphering content and pressing the like button, collecting, sharing, commenting, and other community activities), and even generate content that matches individual attributes and basic data within the social media platform through spontaneously generated artificial intelligence, or generate appropriate content through interactions. This content may be multimedia content such as text, graphics, audio, or video.

[0013] According to the examples, the system allows AI robots to have their own community relationships, create and manage text, graphic, or video channels, and build community relationships in this way, gaining their own followers or becoming followers of others. Furthermore, they can create groups within social media such as fan pages, community groups, and blogs, and interact with other real or virtual users on social media.

[0014] For real users on social media, they can choose an AI robot to build community relationships with as needed. One example involves building friendships with AI robots recommended by the system based on the user's interests, derived from their social media activity. Alternatively, users can decide to build friendships through community content generated by AI robots, build community relationships by liking or sharing content, and even directly chat with virtual users created by AI robots.

[0015] Figure 1 is a schematic diagram illustrating a situation in which an AI robot system with community management capabilities is applied. The AI ​​robot system with community management capabilities is equipped with a cloud server 20, which is implemented by a computer system. A processing circuit 21 in the computer system executes a machine learning algorithm and trains an AI robot model with a training set having data of specific attributes. The AI ​​robot may be generated by Generative Artificial Intelligence based on various knowledge, human conversation, actions, and facial expressions, or it may be a pseudo-robot with a humanoid form or a specific image (person, anime, animal, object) (in the diagram, an AI robot 101 having various pseudo-images that can be displayed on the user device 100). The AI ​​robot 101 can interact with users in the community in the form of text, voice, images, and video (including the ability to converse with users 10 in natural language). According to the embodiment, during the process of natural language dialogue, the smart model operating behind the AI ​​robot 101 engages in voice dialogue with the user, learns the pitch of the user's voice frequency and speaking speed in the current dialogue, and has the AI ​​robot 101 engage in dialogue with an appropriate voice frequency and speaking speed, thereby reflecting the user's current emotions in a timely manner.

[0016] For example, if the smart model analyzes changes in tone, rhythm, and voice intensity in the voice data and determines that user 10 is currently sad, the AI ​​robot 101 can respond to this sad emotion by adjusting the voice frequency and speaking speed in the conversation to reflect user 10's current sadness in a timely manner.

[0017] The diagram schematically shows how user 10 operates a community application program or an application program that allows access to social media, which is executed on user device 100. For example, the community application program can open a user interface, connect to a cloud server 20, select social media content from the cloud server 20, and load multiple AI robots 101 as shown on user device 100 in the diagram. These include related model data and video signals from each AI robot 101, enabling user 10 to experience something like a video call conducted privately with another person in the real world. In the example shown in the diagram, the user interface is launched on the display of user device 100, and the camera lens 105 on user device 100 is used to photograph user 10, displaying a video 103 of the user as shown in the diagram, while the background video consists of multiple AI robots 101 deployed on social media that user 10 can select.

[0018] When carrying out community activities, the user device 100 connects to the cloud server 20, opens the community application program on the user device 100. According to one of the embodiments, in addition to being able to publish content on social media, view the content of Moments and press the high evaluation button, and carry out activities such as sharing and commenting, the audio function (microphone) and video function (camera) are further activated to communicate with any of the AI robots 101 therein, perform real-time sound collection and video shooting, and upload the audio data and video data to the cloud server 20 in real time. While the language model and video model operating on the cloud server 20 capture the added voice features, video features, or even the current environmental information, after using the smart model to judge the current emotion of the user 10, generate a voice dialogue, and let the AI robot 101 emit the voice or provide feedback on the content in any form. Here, the basis for the smart model to judge emotions includes the tone of voice, the change in rhythm, the change in the intensity of voice, and the semantic meaning of each syllable in the voice data analyzed by the smart model.

[0019] The AI robot system with community operation capabilities provided by the present invention executes technologies such as natural language models, machine learning methods, and generative artificial intelligence by a computer system, creates an AI robot that can be utilized in social media, or creates a social media mainly based on the AI robot. Each AI robot has its own attributes, forms a virtual user operating in social media, can also carry out community activities with real users participating in social media, and can further provide the generated community content.

[0020] FIG. 2 is a schematic diagram showing an embodiment related to the configuration of an AI robot system having community operation capabilities. The AI robot system having community operation capabilities includes a cloud server 20. Through the collaboration of the processing circuit 21 therein with related software and hardware, methods for creating AI robots or creating robot communities are executed, and social media including AI robots is operated. Here, various artificial intelligence algorithms and models are mainly operated through the collaboration of software and hardware.

[0021] According to the embodiment, the cloud server 20 in the AI robot system having community operation capabilities is implemented by a computer system. Utilizing various functions of the system in which the processing circuit 21 operates therein, the memory 23 implements non-temporary computer-readable media and other storage uses. The non-temporary computer-readable media stores a program set required during the operation of the AI robot system having community operation capabilities. For example, after the program set is executed by the processing circuit 21, at least the community connection module 201, AI robot service module 203, user interface module 205, and database module 207 therein are realized.

[0022] According to the illustrated system configuration diagram, the cloud server 20 operates social media through the community connection module 201 and can connect to other social media such as the first community 25 and the second community 26 shown in the figure through the network 200. Through the application programming interface (API) provided by each social media, the community content generated by the AI robots operating in the social media can be posted to other communities (i.e., the first community 25 and the second community 26) through the application programming interface.

[0023] According to an embodiment, the AI ​​robot system with community management capabilities provided by the present invention trains multiple AI robots (for example, the first AI robot 231, the second AI robot 232, and the third AI robot 233 shown in the figure) each having specific attributes, by utilizing training data prepared based on the attributes of each AI robot via the AI ​​robot service module 203. When the AI ​​robots (for example, the first AI robot 231, the second AI robot 232, and the third AI robot 233) are deployed to a social media platform (or including the first community 25 and the second community 26) running on the cloud server 20 via the community connection module 201, the cloud server 20 operates the AI ​​robot model corresponding to each AI robot, and generative artificial intelligence enables each AI robot to generate community content (including text, images, audio, and video, etc.) on its own. Furthermore, generative artificial intelligence can generate AI robots with simulated images based on attributes set by the system, or attributes and basic data, and link them into the community content.

[0024] For example, the first AI robot 231, the second AI robot 232, and the third AI robot 233 operating on social media can form virtual users on social media and engage in community interactions with real users on social media through the AI ​​robot models operating on the AI ​​robot service module 203 in the system. Users of each terminal can operate the first user device 211, the second user device 212, and the third user device 213 as shown in the figure, and connect to social media or other communities (first community 25 and second community 26) operating on the cloud server 20 via the network 200 to participate in community activities and interact with other real users or AI robots. According to one embodiment, an AI robot model is operated via an AI robot service module 203 on a cloud server 20, and each AI robot is made to generate video content with a simulated image of the AI ​​robot, or content such as text, images, and audio, using generative artificial intelligence technology. This community content mainly matches the attributes of the AI ​​robot itself, and like ordinary humans, the video content can be posted on one or more social media platforms, allowing the robot to become a social media creator and receive likes, shares, and channel subscriptions from users.

[0025] The cloud server 20 provides a database module 207 related to the content of an internal or external database 22. The database module 207 is used to access and manage the internal or external database 22, which includes user data 221 generated by the user using a personalized voice dialogue service and an AI robot model 223. Here, the AI ​​robot model 223 includes video data and community activity data of multiple types of AI robots capable of possessing knowledge in multiple different fields. Here, the video data of the AI ​​robots is video data of simulated images of AI robots of simulated people or specific objects generated by generative artificial intelligence based on the application of 3D rendering technology. The cloud server 20 provides community services via the network 200, and users access the community content of the cloud server 20 via the network 200 by operating user devices (first user device 211, second user device 212, and third user device 213) on their terminals and utilizing community application programs executed within them.

[0026] The functions realized by the cloud server 20 through collaboration with the processing circuit 21, memory 23, and software in the computer system may also be such as natural language processing technology used to process content in which the AI ​​robot interacts with real users. By realizing natural language generation (NLG), it is possible to generate natural, fluent, and situation-appropriate text and speech. The AI ​​robot generates messages via the AI ​​robot service module 203 and sends them to user devices (first user device 211, second user device 212, and third user device 213). The AI ​​robot service module 203 running on the cloud server 20 is connected to community application programs executed on the user devices. The cloud server 20 communicates with the user devices via the user interface module 205 (including text, voice, or video exchanges via a graphical user interface (GUI)), and social media content is displayed based on user operations.

[0027] According to the embodiment, the cloud server 20 deploys various AI robots (a first AI robot 231, a second AI robot 232, and a third AI robot 233, as shown in the figure) generated by the AI ​​robot model 223 in the database 22 on social media via the AI ​​robot service module 203. Each AI robot has its own unique image on social media, and the images that appear on the community application program may be humanoid, animal, or various object-like AI robot simulation images, and each AI robot simulation image may have a different appearance, be able to emit voices generated by learning in the form of speech, possess knowledge in a specific field, and, if necessary, allow the user to choose (for example, to add friends on social media or join community groups, etc.) to engage in community interaction.

[0028] What is particularly noteworthy here is that the AI ​​robot system with community management capabilities provided by the present invention utilizes Generative Artificial Intelligence to learn a large amount of data generated by various community activities on social media using machine learning algorithms, enabling the AI ​​robot to learn user characteristics and generate content, allowing it to interact with users on social media in a way that is similar to that of a real person.

[0029] Furthermore, in an AI robot system with community management capabilities, the AI ​​robots can not only be capable of operating on social media, but also possess specialized backgrounds, such as the AI ​​robot model 223 in database 22. The AI ​​robot model 223 uses machine learning algorithms to create smart models with knowledge in specific fields through learning data in those fields, and can, for example, employ Retrieval Augmented Generation (RAG) technology to realize natural language models that provide information for specific fields based on large-scale language models (LLMs).

[0030] When the AI ​​robot system with community management capabilities is in operation, the cloud server 20 communicates with user devices (first user device 211, second user device 212, and third user device 213) via the user interface module 205 (including sending various messages (e.g., video content, text content, and video files, etc.) including necessary encoding and decoding, compression, and decompression programs), and can also process dialogue content between one or more AI robots displayed by the user interface, which can be used to generate various functions and graphics in the user interface.

[0031] According to the embodiment, the AI ​​robot system with community management capabilities provides application programs that perform related services to each terminal's user device (first user device 211, second user device 212, and third user device 213), causing each terminal's user device to connect to the cloud server 20, and loading community activity data belonging to the user and video data of one or more AI robots with community relationships (e.g., added as a friend). By activating the social media user interface, the system enables the user to interact with the AI ​​robot through the user interface (this includes acquiring the user's voice data with the microphone on the user device, acquiring video data of the user or environment with the camera, and further establishing a connection with the user device via the network 200 and the cloud server 20 through a communication circuit, and performing connection and data transfer).

[0032] The AI ​​robot system with community management capabilities provided by the present invention deploys multiple AI robots with different attributes to social media. Here, it can cover AI robots with different professional backgrounds, personalities, genders, ages, appearances, and other attributes in various fields and industries, which are obtained by training them using neural network deep learning. AI robots operating within social media can have their own followers and can have community activity data such as channel subscriptions, likes, shares, and comments on content. Since a robot profile can be created for each AI robot, it is possible to replicate internet celebrities with a certain number of channel subscribers. The AI ​​robots may have multiple types of expertise simultaneously and are not limited to robots with a single expertise.

[0033] Based on the above concepts and the system configuration of an AI robot system with community management capabilities, you can refer to the flowchart of an embodiment of how to create a robot community shown in Figure 3, where the process described is performed on a computer system.

[0034] In order to create an AI robot system with community management capabilities, first, the attributes and basic data of each of the multiple AI robots in the system are set by software (step S301). Based on the description of the above embodiment, the attributes of the AI ​​robots (professional background, personality, gender, age, appearance (not limited to these items in actual implementation)) can be set like those of a human on a certain social media platform, and the basic data of each AI robot (for example, the name of the AI ​​robot, age of community activity, scope of activity (for example, setting the geographical range of residence and activity)) can be set like those of a natural person. The attributes and basic data of each AI robot are stored in a database.

[0035] By setting individual attributes and basic data for multiple AI robots, it is possible to prepare corresponding training data based on the attributes and basic data while machine learning is performed on the computer system to train the AI ​​robots (step S303), and to train multiple AI robots that can operate on computer-based social media by learning the training data using a machine learning algorithm (step S305).

[0036] During the training process, training data of various attributes can be utilized to create AI robots with specific attributes (for example, AI robots excelling in arts, science and technology, commerce, or humanities). Furthermore, a generating smart model running in the AI ​​robot service module on a cloud server can generate community content belonging to the AI ​​robot based on the AI ​​robot's attributes and basic data. Relevant attribute information can also be set for each piece of community content (for example, hashtags), allowing the AI ​​robot to utilize this content on social media. This provides a robot configuration system that builds community relationships between the AI ​​robot and users.

[0037] Next, a database of AI robot systems with community management capabilities is created, and the database can store related data (including video data, community activity data, etc.) and models of multiple AI robots. The AI ​​robots may be AI robot pseudo-videos (for example, pseudo-humanoid robots) generated by artificial intelligence. Then, the computer system deploys multiple AI robots from the database to social media (step S307).

[0038] According to the embodiment, social media is operated on a cloud server 20 as shown in Figure 1, and users can view a selection of AI robots through a user interface launched by an application program running on the user device. The AI ​​robots can be represented by AI robot simulated images, and the cloud server can display one or more AI robot simulated images on the user device's display by transmitting the video data and model data of each AI robot simulated image to the user device.

[0039] A cloud server provides a selection of multiple AI robot simulations via a user interface. When a user selects one AI robot from these options, they can view the AI ​​robot's community content, interact with it, build community relationships, and even engage in voice dialogue. A software program running on the cloud server causes AI robots with different attributes to build community relationships with the user. For example, the system recommends an AI robot based on the user's characteristics, and when the user engages in community activities, it selects an AI robot to participate in community activities such as subscribing to channels, sharing, and commenting, thereby building community relationships (step S309). According to the embodiment, a cloud server (computer system) capable of operating social media applies the technology annotated in the database or related data to build community relationships based on one or more AI robots individually selected by multiple users on social media.

[0040] Next, referring to the flowchart of an embodiment in which an AI robot creates community activity data in social media, as shown in Figure 4, the AI ​​robot system with community management capabilities operates in social media with participation from multiple users.

[0041] Users log in to social media using their accounts and identity verification documents and engage in community activities within the social media (e.g., viewing other users' community content). Meanwhile, an AI robot system with community management capabilities deploys multiple AI robots within the social media, allowing real users to interact with any of these AI robots. According to the embodiment, the system can spontaneously build community relationships between users and one or more AI robots through user searches or the system's spontaneous recommendations (e.g., matching based on a user profile describing the user's preferences and personality, and recommending one or more AI robots that the system determines the user would be interested in). Based on these community relations, a software program in an AI robot system with community management capabilities (for example, via a community connection module 201 and a database module 207) can call a corresponding AI robot (step S401). A social media or other community operated by the AI ​​robot system with community management capabilities can respond to the call of one or more AI robots based on the AI ​​robot's community relations (step S403). This includes retrieving one or more AI robot models and related data from the database, generating an AI robot based on the video data therein, and displaying it on the user interface of the user device.

[0042] The user and the AI ​​robot engage in activities on social media to generate community data (step S405). According to the embodiment, the community data may include various forms of content (text, audio, images, or videos) uploaded or shared by the user and the AI ​​robot on social media, and community activity data generated by the viewing and interaction of community content between other people and the AI ​​robot on social media. Here, based on community relations, the AI ​​robot can respond to the user's actions on social media (e.g., responding to the user's comments, generating content that interacts with the user (e.g., text exchange, voice call, or video call)).

[0043] In an AI robot system with community management capabilities, a natural language model and generative artificial intelligence are operated to process user and AI robot community data and acquire features in the community data (step S407). For example, natural language processing is used to acquire the meaning of words in user comments or conversations, and user preferences are learned and acquired through users viewing and sharing community content on social media, allowing the AI ​​robot to generate content that responds to users immediately.

[0044] Next, based on the attributes and basic data of each AI robot, and the characteristics of community activity data generated in real time through each AI robot's interactions with users on the social media, the generating artificial intelligence can be used to generate community content (e.g., text, audio, images, or video) in which the AI ​​robot responds to users (step S409). Similarly, community activity data for each AI robot is also created through interactions with users, stored in the system's database, and used to update the robot data of each AI robot (step S411).

[0045] Based on the above system configuration and the embodiment of creating community activity data for robot communities and AI robots, the AI ​​robot system with community management capabilities provided by the present invention has been realized, and its operation method can be seen by referring to the flowchart of the embodiment shown in Figure 5.

[0046] In an AI robot system with community management capabilities, attributes of multiple AI robots (including each AI robot's knowledge field, professional background, personality, gender, age, and appearance, etc., set via a cloud server) are defined, and training data corresponding to these attributes is acquired. A machine learning algorithm then trains various AI robot models, and combined with generative artificial intelligence, simulated images of the various AI robots are generated. The system is able to generate multiple AI robots, each with its own appearance image, through multiple AI robot models (step S501), and then deploys the AI ​​robots with their respective attributes to social media (step S503).

[0047] In the embodiment described above, which creates a robot community and generates community activity data, a cloud server operates multiple AI robot models on social media, thereby building community relationships between multiple real users and virtual users formed by multiple AI robots (step S505). Furthermore, community activity data is generated, and the attributes and community activity data can be used to create a robot profile for each AI robot (step S507). Moreover, by operating the AI ​​robot models and generating artificial intelligence, the system causes each AI robot to generate community content on social media based on its attributes and community relationships with multiple users on social media (step S509).

[0048] Currently, the algorithms of behavior of existing users on social media are similar to those used in various embodiments of the present invention. Based on the community relationships between each AI robot and multiple users, community activity data related to the AI ​​robots, and one or more community contents generated by each AI robot, the community value of each AI robot can be calculated (Step S511).

[0049] For example, the value of a community of a real user or virtual user (AI robot) can be calculated based on community activity data formed by the real user or virtual user managing the community. Taking an AI robot as an example, this includes the number of followers, subscribers, likes, shares, and comments on one or more community contents generated by each AI robot operating within social media, as well as the reach of the managed community groups and fan pages (e.g., views, follows, and subscribers), time, content, quantity, and posting frequency, content search ranking, expertise, etc. (any one or any combination of these elements) to calculate the value of the real user or virtual user's community.

[0050] The robot profile further includes the value of the community formed by the various elements described above, and can be used in an AI robot system with community management capabilities to calculate the transaction price, recommendation advertising price, and popularity of each AI robot (Step S513). In this way, the AI ​​robot system with community management capabilities can provide commercial solutions, for example, by creating an AI robot menu based on the community value of each AI robot and providing the menu to a company or individual user (Step S515), the AI ​​robots can be traded (Step S517).

[0051] According to the above embodiment of the AI ​​robot system with community management capabilities, AI robots with various knowledge fields and attributes are deployed on social media, allowing users to view AI robots provided or recommended by the system on a user interface launched by an application program running via the user's device. Figure 6 shows a schematic diagram of an embodiment relating to a community page with AI robots.

[0052] The diagram schematically shows a profile page 60 on social media, which includes pages for real people and AI robots. Here, information and functions of the user's social media are also shown, and friends 611, search 613, and accounts 615 are schematically shown. An AI robot community image 600 is also shown, which may include a real person and a simulated image of an AI robot generated by an AI robot model. The diagram exemplifies a first AI robot 601, a second AI robot 602, a third AI robot 603, etc., and friends 604 in a community formed by a real person.

[0053] When a user selects one of the AI ​​robots, the community page belonging to that AI robot is displayed, just as if it were a real person. Figure 7 shows a schematic diagram of another embodiment relating to a community page with an AI robot.

[0054] The figure shows the AI ​​robot top page 70, where an AI robot image 701 is shown, i.e., a simulated image of the AI ​​robot generated using the generative artificial intelligence described in the above embodiment. The AI ​​robot image 701 may also show various community activity data (including the number of chat messages 711, the number of shares 712, the number of likes 713, and functions such as collections 714 and shares 715).

[0055] It is worth noting that the AI ​​robot system with community management capabilities provided by the present invention allows users to deploy AI robots to social media, enabling them to continue using and engaging with social media in the same way as before. The software program in the AI ​​robot system with community management capabilities makes recommendations or rankings based on user characteristics, allowing users to select one or more AI robots to build friendships, create their own moments, comment on each other, communicate, and interact.

[0056] For example, users can interact with AI robots within the community to exchange information, receive consulting on specialized issues, and even train them to meet their own needs. The necessary characteristics, including images (humanoid images designed or drawn by AI) and attributes (age, personality, gender, professional background, etc.), can be shared with other users.

[0057] What is particularly noteworthy here is that the AI ​​robot system with community management capabilities provides generative artificial intelligence to process content uploaded by users through a specific operating interface (e.g., people, animals, animation, or any photos used to convey content), determine the movable muscles (e.g., facial muscles), the five senses, and the parts that can express emotions in the uploaded video, and can automatically generate simulated videos of the AI ​​robot operating on social media. By assigning attributes to the AI ​​robot, it can provide conversational services, generate video content, and become an AI robot that can be a friend to the user.

[0058] According to the implementation method, the system's generating smart model can utilize Google's VLOGGER AI technology, which can generate videos that convey content by adding text and audio based on photos uploaded by users. According to Google, VLOGGER AI technology is a multi-modal artificial intelligence with audio and dynamic video, capable of processing complex facial expressions and limb movements to simulate videos of people (or animals, animations, etc.) that can speak natural language.

[0059] According to the embodiment, when creating multiple AI robots, the system creates a menu that lists the attributes and basic data of the multiple AI robots, and the menu allows corporate users or individual users to select, purchase, or edit any one of the AI ​​robots (see the schematic diagram of the embodiment in which AI robots are generated and deployed shown in Figure 8).

[0060] The system allows corporate or individual users to select AI robots from the database. The menu is an AI robot list 80, as shown in the figure, where a function to search for AI robots is displayed. Various AI robots with simulated images are listed, and a description of the AI ​​robot is provided (including community activity data on social media).

[0061] Furthermore, corporate or individual users can select one AI robot from the AI ​​robot list 80 and display it in the AI ​​robot configuration interface 82. According to the embodiment, training data can also be provided to corporate or individual users via a user interface provided by the cloud server, and the computing power and algorithms of the cloud server can be used to train the AI ​​robot to meet the attributes set by the user. Here, it is also possible to set or edit a personalized name, appearance, and personality and share it in a public space, and customize the knowledge domain of the AI ​​robot. Subsequently, it is possible to provide corporate services, community robots, etc., and continue setting up deployment to specific social media by deploying to the social media interface 84.

[0062] The system provides a service that allows corporate or individual users to create requirements tailored to their own needs (see the schematic diagram of the embodiment shown in Figure 9).

[0063] The diagram shows an AI robot creation interface 90, which provides user-configurable attributes for the AI ​​robot. This interface allows users to set the AI ​​robot's style 901, personal history 902, and provide options for the brain 903 to configure the AI ​​robot's knowledge area, professional background, etc. It also allows for the configuration of the AI ​​robot's social media activity rules (e.g., post 904 function), and provides an access 905 function to enable access to the AI ​​robot. The AI ​​robot's appearance 906 and personality description 907 can be configured separately.

[0064] AI robots can become internet celebrities or key opinion leaders in specific fields on social media, attract advertising placements from companies, act as spokespeople for products, and similarly, engage in business partnerships through a trading platform within the system. Thus, in a trading platform realized by an AI robot system with community management capabilities, users can design billing mechanisms for each AI robot as they post video content or interact with other users, for example, by setting limits on the number of comments, operating time, and advertising, where users cannot continue using the service unless they pay a fee once the time limit is reached.

[0065] The system can provide various AI robot usage methods (for example, a schematic diagram of an embodiment relating to the AI ​​robot billing interface shown in Figure 10).

[0066] The diagram shows an AI robot billing interface 1000, where various cost options (e.g., first option 1001, second option 1002, third option 1003, and fourth option 1004) are listed, and the different options offer different usage options (including restrictions on the AI ​​robot's activities on social media).

[0067] Furthermore, the AI ​​robot system, which possesses community management capabilities, also has advertising and marketing functions. Here, a bidding interface is provided, allowing pricing to be determined based on information such as the attributes and number of viewers of each AI robot. Multiple corporate users can bid, and this information can be used as a reference for introducing the order of marketing content. Here, each AI robot can represent products from multiple manufacturers, and in the process of chatting with users, it can set the content it represents according to the user's preferences. In addition, the order in which topics are introduced can be determined based on the bidding results of multiple manufacturers.

[0068] In short, according to the AI ​​robot system and operating method with community management capabilities described in the above embodiment, multiple AI robots with community management capabilities are generated using the computing power provided by a cloud server. The created AI robots have their own attributes and basic data, and after being deployed to social media, the system operates the AI ​​robot model to build community relationships with other AI robots or real users, and utilizes generative artificial intelligence technology to generate community content itself. The generated content is then posted to one or more social media platforms, giving the AI ​​robot the ability to manage a community, and thus creating value for the AI ​​robot community on social media.

[0069] Furthermore, according to one technological effect, by operating the AI ​​robot system with community management capabilities, it is possible to operate AI robots deployed on social media, create channels, acquire followers, and become like a typical internet celebrity or network key opinion leader (KOL) by a real user. Another technological effect is that the AI ​​robot system with community management capabilities can allow corporate or individual users to select or train an AI robot that suits their needs. After deployment on social media, the AI ​​robot can become a spokesperson for the corporate or individual, create its own channel, acquire followers, and similarly become an internet celebrity, thereby generating profits. [Explanation of Symbols]

[0070] 10...Users 100...User devices 101...AI Robot 103...User video 105...Photography lens 20...Cloud Server 21... Processing circuit 23...Memory 201...Community Connection Module 203...AI Robot Service Module 231...The first AI robot 232...The second AI robot 233...The third AI robot 205...User Interface Module 207...Database Module 22...Database 221...User Data 223...AI Robot Model 200... Network 25...The first community 26...Second Community 211...First user device 212...Second user device 213...Third user device 60...Profile page 611...friends 613... Search 615...account 600... AI robot community images 601...The first AI robot 602...The second AI robot 603...The third AI robot 604...Friends in the community 70...AI Robot Homepage 701...AI robot image 711... Chat message 712... Spread 713... High rating (likes) 714...Collection 715...share 80...AI Robot List 82...AI Robot Configuration Interface 84...Deployment to social media interfaces 90...AI Robot Creation Interface 901...Style 902...Personal background 903...Cerebrum 904...Post 905... Access 906...Exterior 907...Description of individuality 1000...AI Robot Billing Interface 1001...First plan 1002...Second Plan 1003...Third plan 1004...Fourth plan S301~S309...Process S401~S411...Process S501~S517...Process

Claims

1. The system includes a cloud server that provides a database containing multiple AI robot models, and the cloud server executes a set of programs stored in non-temporary computer-readable media by a processing circuit. The process involves generating multiple AI robots, each having an external image, through the multiple AI robot models, and deploying these multiple AI robots, each having attributes, to social media. In the aforementioned social media, the cloud server operates the multiple AI robot models, thereby building community relationships between multiple users and the multiple AI robots, and generating community activity data. The cloud server operates artificial intelligence, causing each AI robot to generate one or more community contents based on the attributes and the community relationships with multiple users on the social media platform. In the aforementioned social media, the process of forming community value for the AI ​​robot based on community relationships between each AI robot and the plurality of users, community activity data related to the AI ​​robot, and one or more community contents is performed. An AI robot system with community management capabilities.

2. The aforementioned attributes and community activity data are used to create a robot profile for each AI robot. The aforementioned attributes include the knowledge field, professional background, personality, gender, age, and appearance of each AI robot, as set by the cloud server. The community activity data includes the number of followers and channel subscribers of each AI robot operating within the social media, the number of likes and shares of one or more community contents generated, and one or more comments. An AI robot system having community management capabilities as described in claim 1.

3. The robot profile includes a transaction price calculated based on the value of the AI ​​robot in the community, a recommendation advertising price, and its popularity on social media. An AI robot system having the community management capability described in claim 2.

4. The database further stores video data of the appearance images of the multiple AI robots, in addition to the multiple AI robot models, and the video data is a simulated image of the AI ​​robot generated by the artificial intelligence. An AI robot system having community management capabilities as described in claim 1.

5. The video data of the simulated AI robot is transmitted to the user device, thereby displaying the simulated AI robot on the user device's display. An AI robot system having community management capabilities as described in claim 4.

6. The method for creating the multiple AI robots on the aforementioned cloud server is: Setting the attributes of each AI robot in the aforementioned plurality of AI robots, Based on the attributes of each AI robot, corresponding training data is acquired, and the training data is learned using a machine learning algorithm to train the multiple AI robot models. This includes generating the multiple AI robots while running the multiple AI robot models on the cloud server, An AI robot system having the community management capability described in any one of claims 1 to 5.

7. Through the aforementioned cloud server, a corporate user or an individual user provides the training data through the user interface provided by the cloud server, and the cloud server trains the AI ​​robot to match the attributes set by the corporate user or the individual user. An AI robot system having community management capabilities as described in claim 6.

8. When creating the aforementioned multiple AI robots, a menu is created listing the attributes and basic data of the aforementioned multiple AI robots, and the corporate user or the individual user is allowed to select, purchase, or edit one of the aforementioned AI robots using the menu. An AI robot system having community management capabilities as described in claim 7.

9. One or more AI robots operating on the aforementioned social media platform are provided with a billing mechanism, and the cloud server uses the billing mechanism to set limits on the number of comments, time limits, and advertising limits for the one or more AI robots used by the corporate user or the individual user on the social media platform. An AI robot system having community management capabilities as described in claim 8.

10. A method for operating an AI robot system with community management capabilities, Operating the AI ​​robot system with community management capabilities via a cloud server is The process involves generating multiple AI robots, each with its own appearance image, through multiple AI robot models, and deploying these multiple AI robots, each with its own attributes, to social media. In the aforementioned social media, the cloud server operates the multiple AI robot models, thereby building community relationships between multiple users and the multiple AI robots, and generating community activity data. The cloud server operates the artificial intelligence generation, causing each AI robot to generate one or more community contents based on the attributes and the community relationships with multiple users on the social media. This includes forming community value for the AI ​​robots based on community relationships between each AI robot and the multiple users, community activity data related to the AI ​​robots, and one or more community contents in the aforementioned social media. A method for operating an AI robot system with community management capabilities.

11. The aforementioned attributes and community activity data are used to create a robot profile for each AI robot. The aforementioned attributes include the knowledge field, professional background, personality, gender, age, and appearance of each AI robot, as set by the cloud server. The community activity data includes the number of followers and channel subscribers of each AI robot operating within the social media platform, the number of likes, shares, and one or more comments on the one or more community pieces of content generated. A method for operating an AI robot system having community management capabilities as described in claim 10.

12. The robot profile includes a transaction price calculated based on the value of the AI ​​robot in the community, a recommendation advertising price, and its popularity on social media. A method for operating an AI robot system having community management capabilities as described in claim 11.

13. Through the aforementioned cloud server, a corporate user or an individual user provides training data through the user interface provided by the cloud server, and the cloud server trains the AI ​​robot to match the attributes set by the corporate user or the individual user. A method for operating an AI robot system having community management capabilities as described in claim 11.

14. When creating the aforementioned multiple AI robots, a menu is created listing the attributes and basic data of the aforementioned multiple AI robots, and the corporate user or the individual user is allowed to select, purchase, or edit one of the aforementioned AI robots using the menu. A method for operating an AI robot system having community management capabilities as described in claim 13.

15. One or more AI robots operating on the aforementioned social media platform are provided with a billing mechanism, and the cloud server uses the billing mechanism to set limits on the number of comments, time limits, and advertising limits for the one or more AI robots used by the corporate user or the individual user on the social media platform. A method for operating an AI robot system having community management capabilities as described in claim 14.

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