System

Abstract

A system is provided.SOLUTION: A system comprising: means for providing a device for inputting user information; means for providing a server for receiving the input user information; means for providing a server for storing the received user information in a database and performing user verification; means for providing a server for generating a personalized career plan for a verified user using a generative AI model; and means for providing a device for displaying the generated career plan to the user.SELECTED DRAWING: Figure 1

Description

[Technical Field]

[0001] The technology of the present disclosure relates to a system. [Background technology]

[0002] Patent document 1 discloses a persona chatbot control method performed by at least one processor, the method including the steps of receiving a user utterance, adding the user utterance to a prompt including an instruction sentence related to a description of the chatbot character, encoding the prompt, and inputting the encoded prompt into a language model to generate a chatbot utterance in response to the user utterance. [Prior art documents] [Patent documents]

[0003] [Patent Document 1] Japanese Patent Publication No. 2022-180282 Summary of the Invention [Problem to be solved by the invention]

[0004] People who are forced to give up their careers as shogi players are not given enough opportunities to use their strategic thinking skills to build new careers. Given this background, there is a need for a system that provides individual career plans for shogi players and supports them in switching to the engineering field, but conventional methods have had problems in that it is difficult to optimize them individually and provide effective support. [Means for solving the problem]

[0005] The present invention is a system that includes a means for providing a terminal for inputting user information, a means for providing a server that receives the input user information, a means for providing a server that stores the received user information in a database and performs user authentication, a means for providing a server that generates an individual career plan for the authenticated user using a generative AI model, and a means for providing a terminal that displays the generated career plan to the user.This system makes it possible to maximize the strategic thinking ability of the user (shogi player) and optimize the individual career plan using the generative AI model.In addition, by providing a server that sends requests to the generative AI model based on the user's background information when generating the career plan, it is possible to propose a highly accurate career plan tailored to each individual user.

[0006] "User information" is data that includes the identification and background information of individuals who use the system.

[0007] A "terminal" is an electronic device that transmits information entered by a user to a system and receives and displays responses from the system.

[0008] A "server" is a computer system that processes information received from a user, communicates with a generative AI model, stores the results in a database, and returns the results to the device.

[0009] "Database" is a data storage system for storing user information, authentication information, and generated career plans.

[0010] "User authentication" is the process of verifying that a user is a legitimate user when accessing a system.

[0011] A "generative AI model" is an artificial intelligence algorithm that uses machine learning techniques to generate career plans based on a user's background information.

[0012] A "career plan" is a roadmap that shows specific steps and directions for users to take as they transition into a new career.

[0013] A "request" is an information request that the server sends to the generative AI model for processing instructions.

[0014] "User background information" is data including information such as the user's past experiences, skills, and special talents. [Brief explanation of the drawings]

[0015] [Figure 1] 1 is a conceptual diagram showing an example of the configuration of a data processing system according to a first embodiment. [Figure 2] 1 is a conceptual diagram showing an example of main functions of a data processing device and a smart device according to a first embodiment. [Figure 3] FIG. 10 is a conceptual diagram showing an example of the configuration of a data processing system according to a second embodiment. [Figure 4] FIG. 10 is a conceptual diagram showing an example of main functions of a data processing device and smart glasses according to a second embodiment. [Figure 5] FIG. 10 is a conceptual diagram showing an example of the configuration of a data processing system according to a third embodiment. [Figure 6] FIG. 11 is a conceptual diagram showing an example of main functions of a data processing device and a headset-type terminal according to a third embodiment. [Figure 7] FIG. 10 is a conceptual diagram showing an example of the configuration of a data processing system according to a fourth embodiment. [Figure 8] FIG. 10 is a conceptual diagram showing an example of main functions of a data processing device and a robot according to a fourth embodiment. [Figure 9] 1 shows an emotion map onto which multiple emotions are mapped. [Figure 10] 1 shows an emotion map onto which multiple emotions are mapped. [Figure 11] FIG. 3 is a sequence diagram showing a processing flow of the data processing system according to the first embodiment. [Figure 12]FIG. 10 is a sequence diagram showing the flow of processing in the data processing system in Application Example 1. [Figure 13] FIG. 10 is a sequence diagram showing the flow of processing in the data processing system according to the second embodiment when an emotion engine is combined. [Figure 14] FIG. 10 is a sequence diagram showing the flow of processing in the data processing system in Application Example 2 when an emotion engine is combined. DETAILED DESCRIPTION OF THE INVENTION

[0016] An example of an embodiment of a system according to the technology of the present disclosure will be described below with reference to the accompanying drawings.

[0017] First, the terms used in the following description will be explained.

[0018] In the following embodiments, a coded processor (hereinafter simply referred to as a "processor") may be a single arithmetic device or a combination of multiple arithmetic devices. Furthermore, a processor may be a single type of arithmetic device or a combination of multiple types of arithmetic devices. Examples of arithmetic devices include a CPU (Central Processing Unit), a GPU (Graphics Processing Unit), a GPGPU (General-Purpose computing on Graphics Processing Units), and an APU (Accelerated Processing Unit).

[0019] In the following embodiments, a coded RAM (Random Access Memory) is a memory in which information is temporarily stored and is used as a working memory by a processor.

[0020] In the following embodiments, the coded storage is one or more non-volatile storage devices that store various programs, various parameters, etc. Examples of non-volatile storage devices include flash memory (SSD (Solid State Drive)), magnetic disks (e.g., hard disks), and magnetic tapes.

[0021] In the following embodiments, a communication I / F (Interface) with a symbol is an interface including a communication processor, an antenna, etc. The communication I / F controls communication between multiple computers. Examples of communication standards applied to the communication I / F include wireless communication standards including 5G (5th Generation Mobile Communication System), Wi-Fi (registered trademark), Bluetooth (registered trademark), etc.

[0022] In the following embodiments, "A and / or B" is synonymous with "at least one of A and B." In other words, "A and / or B" means that it may be only A, only B, or a combination of A and B. Furthermore, in this specification, the same concept as "A and / or B" is also applied when three or more things are expressed connected by "and / or."

[0023] [First embodiment]

[0024] FIG. 1 shows an example of the configuration of a data processing system 10 according to the first embodiment.

[0025] 1, a data processing system 10 includes a data processing device 12 and a smart device 14. An example of the data processing device 12 is a server.

[0026] The data processing device 12 includes a computer 22, a database 24, and a communication I / F 26. The computer 22 is an example of a "computer" according to the technology of the present disclosure. The computer 22 includes a processor 28, a RAM 30, and a storage 32. The processor 28, the RAM 30, and the storage 32 are connected to a bus 34. The database 24 and the communication I / F 26 are also connected to the bus 34. The communication I / F 26 is connected to a network 54. Examples of the network 54 include a WAN (Wide Area Network) and / or a LAN (Local Area Network).

[0027] The smart device 14 includes a computer 36, a reception device 38, an output device 40, a camera 42, and a communication I / F 44. The computer 36 includes a processor 46, a RAM 48, and a storage 50. The processor 46, the RAM 48, and the storage 50 are connected to a bus 52. The reception device 38, the output device 40, and the camera 42 are also connected to the bus 52.

[0028] The reception device 38 includes a touch panel 38A, a microphone 38B, and the like, and receives user input. The touch panel 38A detects contact with an indicator (for example, a pen or a finger) to receive user input by the touch of the indicator. The microphone 38B detects the user's voice to receive user input by voice. The control unit 46A transmits data indicating the user input received by the touch panel 38A and the microphone 38B to the data processing device 12. In the data processing device 12, the specific processing unit 290 acquires the data indicating the user input.

[0029] The output device 40 includes a display 40A and a speaker 40B, and presents data to the user 20 by outputting the data in a form of expression that the user 20 can perceive (for example, audio and / or text). The display 40A displays visible information such as text and images in accordance with instructions from the processor 46. The speaker 40B outputs audio in accordance with instructions from the processor 46. The camera 42 is a compact digital camera equipped with an optical system including a lens, aperture, and shutter, and an imaging element such as a CMOS (Complementary Metal-Oxide-Semiconductor) image sensor or a CCD (Charge Coupled Device) image sensor.

[0030] The communication I / F 44 is connected to a network 54. The communication I / Fs 44 and 26 control the exchange of various information between the processor 46 and the processor 28 via the network 54.

[0031] FIG. 2 shows an example of the main functions of the data processing device 12 and the smart device 14.

[0032] 2, in the data processing device 12, a specific process is performed by the processor 28. A specific processing program 56 is stored in the storage 32. The specific processing program 56 is an example of a "program" according to the technology of the present disclosure. The processor 28 reads the specific processing program 56 from the storage 32 and executes the read specific processing program 56 on the RAM 30. The specific process is realized by the processor 28 operating as a specific processing unit 290 in accordance with the specific processing program 56 executed on the RAM 30.

[0033] The storage 32 stores a data generation model 58 and an emotion identification model 59. The data generation model 58 and the emotion identification model 59 are used by the identification processing unit 290.

[0034] In the smart device 14, the processor 46 performs the reception output process. The storage 50 stores a reception output program 60. The reception output program 60 is used in conjunction with the specific processing program 56 by the data processing system 10. The processor 46 reads the reception output program 60 from the storage 50 and executes the read reception output program 60 on the RAM 48. The reception output process is realized by the processor 46 operating as the control unit 46A in accordance with the reception output program 60 executed on the RAM 48.

[0035] Next, a description will be given of the specific processing performed by the specific processing unit 290 of the data processing device 12. In the following description, the data processing device 12 will be referred to as a "server" and the smart device 14 will be referred to as a "terminal."

[0036] The present invention is a system for supporting individuals who have given up their careers as shogi players to switch to the engineering field as a new career. Specific embodiments of the present invention will be described below.

[0037] User Registration and Authentication

[0038] This system first provides user registration and authentication functions. The user enters their "user name" and "password" through their terminal and sends them to the server. The server stores the received information in a database, and passwords are hashed to ensure security. This registration process establishes the foundation for the user to use the system.

[0039] Generate a career plan

[0040] Once authenticated, the user makes a request to generate a career plan. This request is sent to the server via the device. The server obtains the user's background information and sends the request to the generative AI model based on that information. The generative AI model takes into account the user's skills and experience to generate an optimal career plan. This career plan includes specific steps and learning content for the user to transition into the engineering field.

[0041] Providing generated career plans

[0042] The server stores the generated career plan in a database and sends it back to the terminal, which then displays the plan to the user and provides a concrete action plan, allowing the user to clearly understand the next steps to take and efficiently transition to a new career.

[0043] Specific examples

[0044] Hereinafter, embodiments of the present invention will be described with reference to specific examples.

[0045] 1. User Registration

[0046] When Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[0047] 2. Generating a career plan

[0048] After logging in, Shogi Player A clicks the "Generate Career Plan" button. The device sends a request including the user ID to the server. The server then sends the request to the generative AI model based on background information about Shogi Player A (for example, his strategic thinking ability and past experience in shogi). The generative AI model generates the optimal career plan for Shogi Player A, suggesting the following: "Take an online course in front-end development and learn the basics of algorithms at the same time. After that, participate in an open source project to gain practical experience."

[0049] 3. Providing the generated career plan

[0050] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan on Player A's screen and provides specific guidelines for action. Player A can then begin studying according to the plan and move toward a career in engineering.

[0051] The above is a concrete example of how to implement the present invention. This system makes it possible to utilize the strategic thinking skills of a shogi player and provide specific support for taking on new career challenges.

[0052] The processing flow will be explained below.

[0053] Step 1:

[0054] The user enters the "user name" and "password" in the registration form and clicks the "Register" button.

[0055] Step 2:

[0056] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0057] Step 3:

[0058] The server receives the request and stores the username and hashed password in a database.

[0059] Step 4:

[0060] The server returns a registration success message in JSON format to the device.

[0061] Step 5:

[0062] The terminal receives the response from the server and displays a message to the user that registration was successful.

[0063] Step 6:

[0064] The user enters the "user name" and "password" in the "login form" and clicks the "login" button.

[0065] Step 7:

[0066] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0067] Step 8:

[0068] The server receives the request and checks the hashed password against the user information in its database.

[0069] Step 9:

[0070] The server returns a successful login message in JSON format to the terminal.

[0071] Step 10:

[0072] The terminal receives the response from the server and displays a successful login message to the user.

[0073] Step 11:

[0074] User clicks the "Generate Career Plan" button.

[0075] Step 12:

[0076] The device sends a request including the user ID in JSON format to the server.

[0077] Step 13:

[0078] The server retrieves the user's background information and sends a request to the generative AI model.

[0079] Step 14:

[0080] The generative AI model takes into account the user's skills and experience to generate the optimal career plan.

[0081] Step 15:

[0082] The server stores the generated carrier plan in a database and returns it to the terminal.

[0083] Step 16:

[0084] The terminal receives the response from the server and displays the carrier plan to the user.

[0085] Example 1

[0086] Next, a description will be given of Example 1. In the following description, the data processing device 12 will be referred to as a "server" and the smart device 14 will be referred to as a "terminal."

[0087] When individuals who have abandoned their careers as shogi players switch to engineering as a new profession, there is a lack of efficient and specific support methods. To solve this problem, it is necessary to generate and present an optimal career plan based on the individual's background information.

[0088] The specific processing by the specific processing unit 290 of the data processing device 12 in the first embodiment is realized by the following means.

[0089] In this invention, the server includes means for [providing a terminal for inputting user information], means for [providing a server for receiving the input user information], means for [providing a server for hashing the received user information, storing it in a database, and performing user authentication], means for [providing a server for generating an individual career plan for the authenticated user using a generative AI model], and means for [providing a terminal for displaying the generated career plan to the user]. This enables users to have an optimal career plan based on their individual background and to efficiently switch to a new career field.

[0090] A "terminal for inputting user information" is a device that is used by a user to input his or her own information and transmit it to the system.

[0091] The "server that receives input user information" is a computer system that receives and processes information sent from a user terminal.

[0092] A "server that hashes received user information, stores it in a database, and performs user authentication" is a computer system that has the function of hashing received user passwords and safely storing them in a database, and performs authentication at the time of login.

[0093] A "server that generates individual career plans for authenticated users using a generative AI model" is a computer system that has the function of generating specific career plans for the engineering field using a generative AI model based on authenticated user information.

[0094] The "terminal that displays the generated carrier plan to the user" is a device that displays the carrier plan sent from the server so that the user can check it.

[0095] A "generative AI model" is a model that uses artificial intelligence technology to create optimal career plans based on the user's background information.

[0096] The present invention is a system that supports users who have abandoned their careers as shogi players and are transitioning to the engineering field. This system comprehensively supports the registration and authentication of user information, and the creation and provision of career plans. Specific embodiments for implementing this invention are described in detail below.

[0097] User Registration and Authentication

[0098] First, the user accesses the system from a terminal. The terminal can be a PC, smartphone, tablet, or other device. The user enters their username and password on a screen. The terminal then sends the entered data to the server.

[0099] The server takes the received username and password, hashes the password using the bcrypt library, and then stores the username along with the hashed password in a database (e.g., MySQL or PostgreSQL). Once saved, the user is shown a message confirming registration.

[0100] Next, when the user tries to log in to the system, they enter the re-registered username and password. This information is again sent from the terminal to the server, and the server queries the database to compare the entered password with the stored hashed password. If authentication is successful, the server generates a JWT token and returns it to the user. Using this token, the user can access various functions within the system.

[0101] Generate a career plan

[0102] After logging in, the user clicks the "Generate Career Plan" button. This sends request data including the user ID from the terminal to the server. The server receives this and retrieves background information (e.g., strategic thinking ability and past experience in shogi) from the user database.

[0103] The server sends a request to the generative AI model based on the acquired user background information. An example of a prompt might be, "Consider this user's background information and propose the optimal career transition plan to the engineering field." The generative AI model (e.g., a generative AI technology such as GPT-3) then generates the optimal career plan for the user based on this information. This plan includes specific learning content and steps.

[0104] Providing generated career plans

[0105] The career plan generated by the generative AI model is returned to the server, which stores the plan in a database and sends it to the user's device. The device then displays the received career plan to the user. The plan includes specific guidelines and links to learning resources that can help the user transition into engineering.

[0106] Specific examples

[0107] For example, when Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[0108] When logged in, Player A clicks the "Generate Career Plan" button, and the device sends a request including the user ID to the server. The server then sends the request to the generative AI model based on Player A's background information. The generative AI model then proposes the following career plan: "Take an online course in front-end development and learn the basics of algorithms at the same time. After that, participate in an open source project and gain practical experience."

[0109] The above is a specific embodiment for carrying out the present invention. This system allows users to have an optimal career plan according to their individual background and to efficiently transition to a new career field.

[0110] The flow of the identification process in the first embodiment will be described with reference to FIG.

[0111] Step 1: User Registration

[0112] The user enters a username and password through the terminal and clicks the "Register" button. The terminal sends this information in JSON format to the server. The server processes the received user information and hashes the password using the bcrypt library. The server then saves the username along with the hashed password in the database. The server returns a response to the terminal indicating successful saving, and the terminal displays a registration completion message to the user.

[0113] input:

[0114] Username

[0115] password

[0116] output:

[0117] Registration completion message

[0118] Step 2: User authentication

[0119] The user enters their username and password on the login screen and clicks the "Login" button. The device sends the login data to the server. The server queries the database to verify that it matches the stored hashed password. If authentication is successful, the server generates a JWT token and returns it to the user. The user device uses this token to access various functions within the system.

[0120] input:

[0121] Username

[0122] password

[0123] output:

[0124] JWT Token

[0125] Step 3: Request to generate a career plan

[0126] The authenticated user clicks the "Generate Career Plan" button. The device sends request data including the user ID to the server. The server receives the request data and retrieves the user's background information from the user database. The server then sends a request to the generative AI model based on the retrieved background information.

[0127] input:

[0128] User ID

[0129] output:

[0130] User Background Information

[0131] Step 4: Create a career plan

[0132] The server sends a request containing the user's background information to the generative AI model. The generative AI model generates an optimal career plan for the user based on the prompt, "Consider this user's background information and propose the most appropriate career transition plan to the engineering field." The generative AI model returns the generated plan to the server.

[0133] input:

[0134] User Background Information

[0135] Prompt statement

[0136] output:

[0137] Optimal career planning

[0138] Step 5: Delivering the generated career plan

[0139] The server stores the generated career plan in a database. The server then transmits the stored plan to the user's device. The device displays the received career plan to the user. The plan includes specific learning content and guidelines for the user to follow as they transition to a new career.

[0140] input:

[0141] Optimal career planning

[0142] output:

[0143] View Career Plan

[0144] (Application example 1)

[0145] Next, a description will be given of Application Example 1. In the following description, the data processing device 12 will be referred to as a "server" and the smart device 14 will be referred to as a "terminal."

[0146] The present invention aims to provide a system that not only provides a specific career plan for shogi players when they switch to the engineering field, but also effectively provides the learning content necessary for the career switch, thereby helping shogi players quickly and efficiently acquire skills in a new career field.

[0147] The specific processing by the specific processing unit 290 of the data processing device 12 in the application example 1 is realized by the following means.

[0148] In this invention, the server includes means for [providing an information terminal for inputting user information], means for [providing an information processing device for receiving the input user information], means for [providing an information processing device for storing the received user information in a data storage device and performing user authentication], means for [providing an information processing device for generating an individual career plan for the authenticated user using a generative AI model], means for [providing an information terminal for displaying the generated career plan to the user], and means for [providing an application for delivering learning content to support career transitions]. This makes it possible to centrally provide specific career plans and learning content necessary for shogi players to transition to the engineering field.

[0149] An "information terminal" is an electronic device that allows a user to input personal and other data and interface with a system.

[0150] An "information processing device" is a computer system that analyzes received data and performs the necessary processing and storage.

[0151] "Data storage device" means a storage device or database system for storing and managing received data.

[0152] "User authentication" is the process of verifying that a user attempting to access a system has legitimate authority.

[0153] A "generative AI model" is an artificial intelligence model that generates recommendations such as new career plans based on a user's background information and input data.

[0154] A "career plan" is a plan that includes specific steps and learning content for a user to transition into a new career field.

[0155] "Career transition learning content" refers to educational materials and online courses provided to users to help them acquire the skills necessary for a new field.

[0156] This invention describes a system that provides specific career plans and learning content for shogi players to switch to the engineering field. This system is mainly composed of the following programs and their processing methods.

[0157] Overall structure

[0158] This system includes an information terminal, an information processing device, and a data storage device, and performs the collection of user information, user authentication, creation of a career plan, and distribution of learning content. Specific elements are described below.

[0159] User Registration and Authentication

[0160] Users access the system using an information terminal (e.g., a smartphone). When the user enters their personal information, it is sent to an information processing device and stored in a data storage device. Passwords are hashed to maintain security. User authentication is performed based on the registered information.

[0161] Generate a career plan

[0162] Once authenticated, a user can request the generation of a career plan. The information processing device acquires the user's background information and sends the request to the generative AI model. The generative AI model takes into account the user's skills and experience to generate an optimal career plan, which includes specific learning steps and practical content in the engineering field.

[0163] Providing generated career plans

[0164] The information processing device stores the generated career plan in a data storage device and reflects it on the information terminal, where the user can view the career plan and execute specific action plans.

[0165] Delivery of learning content

[0166] Furthermore, the system provides learning content to support career transition, allowing users to efficiently acquire the necessary skills. The information processing device selects these educational materials and online courses based on the generative AI model and delivers them to the information terminal.

[0167] Hardware and software used

[0168] This system uses the following software:

[0169] Flask: Used as a lightweight web application framework.

[0170] SQLite: Used as a database management system to store and manage user information.

[0171] hashlib: Used for password hashing.

[0172] Specific examples

[0173] 1. A user registers using a smartphone and enters "Username: ExampleUser" and "Password: SecurePass123." The server receives this, hashes the password using SHA-256, and stores it in the database.

[0174] 2. After completing the registration, the user logs in with the same information and requests the generation of a career plan. The server sends the following prompt sentence to the generative AI model based on the user's background information:

[0175] "Generate the optimal career path to engineering for user ExampleUser based on his shogi background."

[0176] 3. The generative AI model generates a career plan including optimal learning courses and practical content based on the user's skill profile, and displays it on the user's smartphone via the server.

[0177] In this way, it is possible to create a system that centrally provides specific career plans and learning content to help shogi players effectively transition to the engineering field.

[0178] The flow of the specific processing in the application example 1 will be described with reference to FIG.

[0179] Step 1:

[0180] A user uses an information terminal to input personal information. The user inputs a username and password, which are then sent from the terminal to the server. This is the first step in a user's new registration or login. The input data is the username and password, and the server receives it.

[0181] Step 2:

[0182] The server stores the received user information in a data store and hashes the password. The server securely hashes the password using, for example, the SHA-256 algorithm, and stores the hashed password and username in a data store. The input data is the plaintext password and username, and the output is stored in a database along with the hashed password.

[0183] Step 3:

[0184] When a user tries to log in using an information terminal, they re-enter the username and password they entered earlier. The terminal sends this information to the server. The input data is the username and password entered again, and the server receives it.

[0185] Step 4:

[0186] The server hashes the received password again and compares it with the hashed password in the database. The server checks the username and hashed password against the database and if they match, the user is authenticated successfully. The input data is the hashed password again, and the output is the authentication result (success or failure).

[0187] Step 5:

[0188] An authenticated user uses an information terminal to request the generation of a career plan. The terminal sends a request including the user ID to the server. The input data is the user ID, and the server receives it.

[0189] Step 6:

[0190] The server sends a prompt to the generative AI model based on the user's background information. The server obtains background information based on the user ID and generates a prompt such as, "Based on user ExampleUser's shogi background, please generate an optimal career plan for the engineering field." This is sent to the generative AI model. The input data is the user ID and background information, and the prompt is generated as the output.

[0191] Step 7:

[0192] The generative AI model generates an optimal career plan based on the prompt. The generative AI model analyzes the input prompt and generates a specific career plan based on the user's skills and experience. The input data is the prompt, and the output is a career plan.

[0193] Step 8:

[0194] The server stores the generated career plan in a data storage device and returns it to the information terminal. The server stores the generated career plan in a database and sends it to the user's information terminal. The input data is the generated career plan, and the output is displayed on the information terminal.

[0195] Step 9:

[0196] The information terminal displays the generated career plan to the user and provides a specific action plan, which the user can view and take steps toward a new career. The input data is the career plan, and the displayed action plan is obtained as the output.

[0197] Step 10:

[0198] The server selects learning content to support career transitions and delivers it to the information terminal. Based on the generative AI model, the server selects the optimal learning course and sends it to the user's information terminal. The input data is the user's background information and the generated career plan, and the selected learning content is delivered as output to the information terminal.

[0199] Furthermore, an emotion engine that estimates the user's emotion may be combined. That is, the identification processing unit 290 may estimate the user's emotion using the emotion identification model 59 and perform identification processing using the user's emotion.

[0200] The present invention is a system for supporting individuals who have abandoned their careers as shogi players to switch to the engineering field as a new career, and by combining it with a function to recognize the user's emotions, it provides a more optimized career plan. Specific embodiments of the present invention will be described below.

[0201] User Registration and Authentication

[0202] This system first provides user registration and authentication functions. The user enters their "user name" and "password" through their terminal and sends them to the server. The server stores the received information in a database, and passwords are hashed to ensure security. Through the registration process, users establish a foundation for using the system.

[0203] Generate a career plan

[0204] Once authenticated, the user makes a request to generate a career plan. This request is sent to the server via the device. The server obtains the user's background information and sends the request to the generative AI model based on that information. The generative AI model takes into account the user's skills and experience, as well as the analysis results of the emotion engine, to generate an optimal career plan. This career plan includes specific steps and learning content for the user to transition to the engineering field.

[0205] Implementing the Emotion Engine

[0206] The emotion engine has the ability to recognize the user's emotions and send that information to the server. While the user is using the device, the emotion engine analyzes the user's voice and text to understand the user's current psychological state. The analyzed emotion data is input into a generative AI model, and career plans are adjusted based on this.

[0207] Providing generated career plans

[0208] The server stores the generated career plan in a database and sends it back to the terminal, which then displays the plan to the user and provides a concrete action plan, allowing the user to clearly understand the next steps to take and efficiently transition to a new career.

[0209] Specific examples

[0210] Hereinafter, embodiments of the present invention will be described with reference to specific examples.

[0211] 1. User Registration

[0212] When Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[0213] 2. Generating a career plan

[0214] After logging in, Shogi Player A clicks the "Generate Career Plan" button. The device sends a request including the user ID to the server. The server sends the request to the generative AI model based on background information about Shogi Player A (for example, his strategic shogi thinking ability and past experience). The generative AI model also uses the emotional data collected by the emotion engine to generate an optimal career plan. For example, if Shogi Player A is anxious about his progress in learning, it generates a plan that includes corresponding encouragement and complementary learning content.

[0215] 3. Providing the generated career plan

[0216] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan on Player A's screen and provides specific guidelines for action. Player A can then begin studying according to the plan and move toward a career in engineering.

[0217] The above is a specific embodiment of the present invention. This system can provide specific support for taking on a new career challenge, taking into account not only the player's strategic thinking ability but also their emotional state.

[0218] The processing flow will be explained below.

[0219] Step 1:

[0220] The user enters the "user name" and "password" in the registration form and clicks the "Register" button.

[0221] Step 2:

[0222] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0223] Step 3:

[0224] The server receives the request and stores the username and hashed password in a database.

[0225] Step 4:

[0226] The server returns a registration success message in JSON format to the device.

[0227] Step 5:

[0228] The terminal receives the response from the server and displays a message to the user that registration was successful.

[0229] Step 6:

[0230] The user enters the "user name" and "password" in the "login form" and clicks the "login" button.

[0231] Step 7:

[0232] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0233] Step 8:

[0234] The server receives the request and checks the hashed password against the user information in its database.

[0235] Step 9:

[0236] The server returns a successful login message in JSON format to the terminal.

[0237] Step 10:

[0238] The terminal receives the response from the server and displays a successful login message to the user.

[0239] Step 11:

[0240] User clicks the "Generate Career Plan" button.

[0241] Step 12:

[0242] The device sends a request containing the user ID and the user's emotional state in JSON format to the server.

[0243] Step 13:

[0244] The server obtains the user's background information, analyzes the user's emotional state using an emotion engine, and inputs that information into the generative AI model.

[0245] Step 14:

[0246] The generative AI model takes into account the user's skills, experience, and current emotional state to generate the optimal career plan.

[0247] Step 15:

[0248] The server stores the generated carrier plan in a database and returns it to the terminal.

[0249] Step 16:

[0250] The terminal receives the response from the server and displays the carrier plan to the user.

[0251] Step 17:

[0252] The user follows a displayed career plan to begin learning and progress towards a career in engineering.

[0253] The above is the specific process flow. By using the emotion engine, it is possible to provide a career plan that takes into account the user's emotional state, enabling more personalized support.

[0254] Example 2

[0255] Next, a description will be given of Example 2. In the following description, the data processing device 12 will be referred to as a "server" and the smart device 14 will be referred to as a "terminal."

[0256] The purpose of this invention is to provide efficient and personalized support for individuals who have abandoned their careers as shogi players to transition to the engineering field, and to provide a system that reduces the user's psychological barriers and anxiety by combining it with a function that recognizes the user's emotions, and supports the execution of new career plans.

[0257] The specific processing by the specific processing unit 290 of the data processing device 12 in the second embodiment is realized by the following means.

[0258] In this invention, the server includes means for [providing a terminal for inputting user information], means for [providing a server for receiving the input user information], and means for [providing a server for storing the received user information in a database and hashing the password to perform user authentication]. This allows users to safely and reliably register and use the system. It also includes means for [providing a server for generating an individual career plan for an authenticated user using a generative AI model based on the user's background information and emotional data], means for [providing a terminal for displaying the generated career plan to the user], means for [providing an emotion analysis engine for analyzing the user's voice and text to recognize emotions], and means for [providing a terminal for transmitting the analyzed emotional data to the server]. This allows users to efficiently transition to a new career by providing an optimal career plan that takes into account their current psychological state.

[0259] "User information" refers to basic identification information and information required for authentication of a user registered in the system.

[0260] A "terminal" is an electronic device that allows a user to input information and displays output from a system.

[0261] A "server" is a computer system that receives, processes, and stores information sent by users.

[0262] A "database" is a data storage system for systematically storing and managing user information, generated career plans, etc.

[0263] "Password hashing" is a process in which a password is not stored as is, but is irreversibly converted to enhance security.

[0264] A "generative AI model" is an artificial intelligence model that performs specific tasks based on user data.

[0265] A "career plan" is a set of specific steps and guidelines for career change or skill development that are created based on the user's skills, experience, and goals.

[0266] An "emotion analysis engine" is a system component that analyzes a user's voice and text data to recognize the user's emotional state.

[0267] A "prompt" is an instruction entered into a generative AI model to instruct it to perform a specific task.

[0268] The present invention is a system that supports individuals who have abandoned their careers as shogi players in transitioning to a new career in engineering. The system uses a generative AI model and a sentiment analysis engine to input and authenticate user information and generate and provide an individualized career plan. Specific embodiments are described below.

[0269] User Registration and Authentication

[0270] The user uses a terminal to enter their "username" and "password" and send them to the server. Specifically, the hardware used by the user is a regular PC or smartphone, and the software is a web browser. The server processes the received "username" and "password," hashes the password, and securely stores it in a database. The user then enters their "username" and "password" again and authenticates on the login screen. The server compares the information in the database, and if authentication is successful, grants the user access rights.

[0271] Generate a career plan

[0272] After authenticating, the user clicks the "Generate Career Plan" button on the device. The device sends a request including the user ID to the server. The server retrieves the user's background information (e.g., educational background, work history, special skills, etc.) from a database, and then sends a prompt sentence to the generative AI model based on this information. The generative AI model takes into account the user's skills, experience, and emotional data to generate an optimal career plan. An example of a specific prompt sentence is "User ID: 1234, Skills: Strategic thinking in shogi, Experience: Over 10 years."

[0273] Sentiment analysis engine implementation

[0274] While the user is using the device, the emotion analysis engine analyzes the voice and text in real time. The analysis results are sent to a server, and the received emotion data is fed back to the generative AI model. This generates a career plan that reflects the user's psychological state.

[0275] Providing generated career plans

[0276] The server stores the generated career plan in a database and sends it back to the device. The device displays the generated career plan to the user and provides a specific action plan for the user to take next. For example, a specific plan may be displayed such as, "The user should apply their strategic thinking skills from shogi to switch to the engineering field. First, they should take courses on Python and data science, and then participate in actual projects."

[0277] The present invention allows users to obtain an optimal career plan that takes into account their skills, experience, and even emotional state, enabling them to efficiently transition to a new career.

[0278] The flow of the identification process in the second embodiment will be described with reference to FIG.

[0279] Step 1: User Registration

[0280] The user enters their "user name" and "password" into the terminal. The terminal sends this information to the server. The server performs the following process based on the received information.

[0281] Input: Username, Password

[0282] Data processing: hashing the password (e.g., applying a hash function such as BCrypt)

[0283] Output: Hashed password

[0284] Specifically, the server stores the hashed password and username in a database.

[0285] Step 2: User authentication

[0286] The user enters the same "user name" and "password" as when they first registered on the login screen. The device sends these to the server, and the server processes the received data.

[0287] Input: Username, Password

[0288] Data operation: Retrieve a hashed password based on the username from the database and compare it with the entered password

[0289] Output: Authentication result

[0290] Specifically, if the server is successful in authentication, it generates an authentication token and returns it to the user terminal.

[0291] Step 3: Request a career plan

[0292] The authenticated user clicks the "Generate Career Plan" button on the terminal, which sends a request including the user ID to the server.

[0293] Input: User ID

[0294] Data calculation: Retrieve background information from database based on user ID

[0295] Output: User background information

[0296] Specifically, the server collects background information and prepares to send a request to the generative AI model in the next step.

[0297] Step 4: Request to the generative AI model

[0298] The server sends a prompt to the generative AI model based on the background information it previously obtained.

[0299] Input: User background information (e.g., educational background, work history, special skills, etc.)

[0300] Data calculation: Generate prompt sentences based on background information (e.g., "User ID: 1234, Skill: Shogi strategic thinking, Experience: 10+ years")

[0301] Output: prompt statement

[0302] The specific operation is to send prompt sentences to the generative AI model and generate a career plan.

[0303] Step 5: Collecting sentiment data

[0304] While the user is using the device, the emotion analysis engine collects and analyzes voice and text data in real time.

[0305] Input: User voice data, text data

[0306] Data Computing: Performing voice and text analysis to identify emotional states

[0307] Output: Emotion data

[0308] Specifically, the terminal transmits the analyzed emotion data to the server, and the server stores the data.

[0309] Step 6: Feedback to the generative AI model

[0310] The server feeds the emotional data back into the generative AI model to make final career plan adjustments.

[0311] Input: Emotion data

[0312] Data computation: Generative AI models take emotional data into account to revise and optimize career plans

[0313] Output: Optimized career planning

[0314] A specific operation is to regenerate an optimized career plan that reflects the emotional data.

[0315] Step 7: Providing career planning

[0316] The server stores the final carrier plan in a database and returns it to the user's terminal.

[0317] Input: Optimized Career Planning

[0318] Data processing: Save career plans in a database and convert them into a response format

[0319] Output: Career plan (e.g., "First, take Python and Data Science courses, then get involved in real-world projects")

[0320] The specific operation is that the server returns the carrier plan to the user terminal, and the terminal displays it to the user.

[0321] The above are the specific processing steps and their operation. This system allows users to obtain a career plan that takes into account their background information and emotional state, enabling them to efficiently transition to a new career.

[0322] (Application example 2)

[0323] Next, a description will be given of Application Example 2. In the following description, the data processing device 12 will be referred to as a "server" and the smart device 14 will be referred to as a "terminal."

[0324] The problem that this invention aims to solve is to provide a system that supports a smooth career transition from a specific occupation, such as a shogi player, to a different occupation. In particular, the system generates an optimal career plan that takes into account the user's emotional state, and provides specific learning steps based on that plan, allowing the user to adapt to a new occupation while reducing stress.

[0325] The identification process by the identification processing unit 290 of the data processing device 12 in Application Example 2 is realized by the following means. In this invention, the server includes means for providing a terminal for inputting user information, means for providing a server for receiving the input user information, means for providing a server for storing the received user information in a database and performing user authentication, means for providing a server for generating an individual career plan for the authenticated user using a generative AI model, means for providing an emotion engine for analyzing the user's emotional state, and means for providing a terminal for displaying the generated career plan and learning steps based on emotions to the user. This makes it possible to provide an optimal career plan based on the user's background information and emotional state, allowing the user to smoothly transition to a new career field.

[0326] "User information" refers to information such as name, password, and skill set that a user enters when registering with the system.

[0327] A "terminal" is a device through which a user inputs information and interacts with a system.

[0328] "Server" refers to a computer system that receives user information, stores it in a database, and sends requests to a generative AI model to generate a career plan.

[0329] "Database" means a data storage system for storing and managing received user information.

[0330] "User authentication" is the process of verifying registered user information and granting permission to access a system.

[0331] A "generative AI model" is an artificial intelligence model that automatically generates optimal career plans based on a user's skills, background information, and emotional state.

[0332] A "career plan" is a plan that includes specific steps and learning content for a user to advance into a new career field.

[0333] An "emotion engine" is a system that analyzes a user's voice and text to recognize their current emotional state.

[0334] "Emotional state" is information that indicates the user's current psychological state and stress level.

[0335] A "learning step" is a specific learning activity or task that a user should perform based on their career plan.

[0336] This invention is a system that supports a user who has given up on a career as a shogi player to switch to the engineering field, and provides an optimal career plan by taking into account the user's emotional state. An embodiment of this invention is described below.

[0337] User Registration and Authentication

[0338] The user enters their "user information" (such as name, password, and skill set) through the terminal. The terminal sends this information to the server. The server stores the received user information in a database and hashes the password to ensure security. Next, user authentication is performed, and the registered user can log in to the system.

[0339] Generate a career plan

[0340] The authenticated user sends a request to generate a career plan to the server via their device. The server obtains the user's background information and emotional state, and inputs this information into the generative AI model. The following is an example of a prompt sentence to input to the generative AI model:

[0341] "User ID: 12345, Stress state: True, Current skills: Communication, problem solving."

[0342] The generative AI model takes into account a user's skills, background information, and emotional state to generate an optimal career plan, including specific steps and learning experiences for the user to transition into engineering.

[0343] Implementing the Emotion Engine

[0344] While a user is using the device, the emotion engine analyzes voice and text to understand the user's current emotional state. For example, if a user types, "I'm feeling stressed about today's support," the emotion engine analyzes that information and records it as emotional data. This data is fed back to the generative AI model to help generate career plans.

[0345] Providing generated career plans

[0346] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan to the user and provides specific guidelines for action. This allows the user to clearly understand the next steps and smoothly transition to a new career. For example, if the user is feeling stressed, the device will provide a plan that includes encouragement and complementary learning content tailored to their emotional state.

[0347] Hardware and software used

[0348] The implementation of this system uses the following hardware and software:

[0349] Terminal: A device (computer, smartphone, etc.) through which a user enters information

[0350] Server: A computer system that manages databases, authenticates users, and runs generative AI models.

[0351] Database: A data storage system for storing user information and generated career plans.

[0352] Generative AI model: An artificial intelligence model that generates appropriate career plans

[0353] Emotion Engine: A system for analyzing a user's emotional state

[0354] As a specific example, a support worker's "stress" is recognized through an emotion engine, and a generative AI model adjusts their career plan based on that information. Through such a system, users receive the optimal career plan based on their emotional state, enabling a smooth transition to a new career.

[0355] The flow of the specific processing in the application example 2 will be described with reference to FIG.

[0356] Step 1:

[0357] The user inputs user information through the terminal. The input information includes the username, password, skill set, etc. The terminal sends this information to the server, which then stores the received user information in a database. Here, the password is hashed for security reasons. The input data is the user information, and the output data is the user information stored in the database.

[0358] Step 2:

[0359] For user authentication, the user again logs into the system using a terminal. The terminal sends the username and password to the server, which checks them against the information in the database. If authentication is successful, the user can proceed to the next step. The input data is the authentication information, and the output data is the authentication result (success or failure).

[0360] Step 3:

[0361] The authenticated user sends a career plan generation request to the server via their device. This request includes the user ID. The server obtains the user's background information and emotional state, and sends the request to the generative AI model based on that information. The input data is the generation request and the user's background information, and the output data is a prompt sentence for the generative AI model.

[0362] Step 4:

[0363] The emotion engine analyzes the voice or text input by the user to determine the user's emotional state. For example, given input text such as "I'm feeling stressed about today's support session," the emotion engine determines that the stress level is high and sends that data to the server. The input data is voice or text, and the output data is the analyzed emotion data.

[0364] Step 5:

[0365] The server sends prompts to the generative AI model to generate an optimal career plan based on the user's skills, background information, and emotional state. The generative AI model processes and calculates this data to output the optimal career plan. The input data is the prompts to the generative AI model, and the output data is the generated career plan.

[0366] Step 6:

[0367] The generated career plan is stored on the server and sent back to the terminal. The terminal displays the career plan to the user, allowing the user to confirm the next steps to take. The input data is the generated career plan, and the output data is the career plan displayed to the user. This allows the user to proceed with their transition to the engineering field based on specific learning steps and action plans.

[0368] The specific processing unit 290 transmits the result of the specific processing to the smart device 14. In the smart device 14, the control unit 46A causes the output device 40 to output the result of the specific processing. The microphone 38B acquires audio indicating a user input regarding the result of the specific processing. The control unit 46A transmits audio data indicating the user input acquired by the microphone 38B to the data processing device 12. In the data processing device 12, the specific processing unit 290 acquires the audio data.

[0369] The data generation model 58 is a so-called generative AI (Artificial Intelligence). An example of the data generation model 58 is ChatGPT (Internet Search<URL: https: / / openai.com / blog / chatgpt> ), Gemini (Internet search <url: https: gemini.google.com ?hl="ja">) and other generation AIs. The data generation model 58 is obtained by performing deep learning on a neural network. A prompt including an instruction is input to the data generation model 58, and inference data such as voice data indicating voice, text data indicating text, and image data indicating an image is also input. The data generation model 58 performs inference on the input inference data in accordance with the instruction indicated by the prompt, and outputs the inference result in a data format such as voice data and text data. Here, inference refers to, for example, analysis, classification, prediction, and / or summarization.

[0370] In the above embodiment, an example in which the specific process is performed by the data processing device 12 has been given, but the technology of the present disclosure is not limited to this, and the specific process may be performed by the smart device 14.

[0371] [Second embodiment]

[0372] FIG. 3 shows an example of the configuration of a data processing system 210 according to the second embodiment.

[0373] 3, the data processing system 210 includes the data processing device 12 and smart glasses 214. An example of the data processing device 12 is a server.

[0374] The data processing device 12 includes a computer 22, a database 24, and a communication I / F 26. The computer 22 is an example of a "computer" according to the technology of the present disclosure. The computer 22 includes a processor 28, a RAM 30, and a storage 32. The processor 28, the RAM 30, and the storage 32 are connected to a bus 34. The database 24 and the communication I / F 26 are also connected to the bus 34. The communication I / F 26 is connected to a network 54. Examples of the network 54 include a WAN (Wide Area Network) and / or a LAN (Local Area Network).

[0375] The smart glasses 214 include a computer 36, a microphone 238, a speaker 240, a camera 42, and a communication I / F 44. The computer 36 includes a processor 46, a RAM 48, and a storage 50. The processor 46, the RAM 48, and the storage 50 are connected to a bus 52. The microphone 238, the speaker 240, and the camera 42 are also connected to the bus 52.

[0376] The microphone 238 receives instructions and the like from the user 20 by receiving voice uttered by the user 20. The microphone 238 captures the voice uttered by the user 20, converts the captured voice into audio data, and outputs it to the processor 46. The speaker 240 outputs audio in accordance with instructions from the processor 46.

[0377] Camera 42 is a small digital camera equipped with an optical system including a lens, aperture, and shutter, and an imaging element such as a CMOS (Complementary Metal-Oxide-Semiconductor) image sensor or a CCD (Charge Coupled Device) image sensor, and captures images of the surroundings of user 20 (for example, an imaging range defined by an angle of view equivalent to the field of vision of a typical healthy person).

[0378] The communication I / F 44 is connected to a network 54. The communication I / Fs 44 and 26 are responsible for the exchange of various information between the processor 46 and the processor 28 via the network 54. The exchange of various information between the processor 46 and the processor 28 using the communication I / Fs 44 and 26 is carried out in a secure state.

[0379] Fig. 4 shows an example of the main functions of the data processing device 12 and the smart glasses 214. As shown in Fig. 4, in the data processing device 12, a specific process is performed by the processor 28. A specific process program 56 is stored in the storage 32.

[0380] The specific processing program 56 is an example of a "program" according to the technology of the present disclosure. The processor 28 reads the specific processing program 56 from the storage 32 and executes the read specific processing program 56 on the RAM 30. The specific processing is realized by the processor 28 operating as a specific processing unit 290 in accordance with the specific processing program 56 executed on the RAM 30.

[0381] The storage 32 stores a data generation model 58 and an emotion identification model 59. The data generation model 58 and the emotion identification model 59 are used by the identification processing unit 290.

[0382] In the smart glasses 214, the reception output process is performed by the processor 46. A reception output program 60 is stored in the storage 50. The processor 46 reads the reception output program 60 from the storage 50 and executes the read reception output program 60 on the RAM 48. The reception output process is realized by the processor 46 operating as the control unit 46A in accordance with the reception output program 60 executed on the RAM 48.

[0383] Next, a description will be given of the identification process performed by the identification processing unit 290 of the data processing device 12. In the following description, the data processing device 12 will be referred to as the "server" and the smart glasses 214 will be referred to as the "terminal."

[0384] The present invention is a system for supporting individuals who have given up their careers as shogi players to switch to the engineering field as a new career. Specific embodiments of the present invention will be described below.

[0385] User Registration and Authentication

[0386] This system first provides user registration and authentication functions. The user enters their "user name" and "password" through their terminal and sends them to the server. The server stores the received information in a database, and passwords are hashed to ensure security. This registration process establishes the foundation for the user to use the system.

[0387] Generate a career plan

[0388] Once authenticated, the user makes a request to generate a career plan. This request is sent to the server via the device. The server obtains the user's background information and sends the request to the generative AI model based on that information. The generative AI model takes into account the user's skills and experience to generate an optimal career plan. This career plan includes specific steps and learning content for the user to transition into the engineering field.

[0389] Providing generated career plans

[0390] The server stores the generated career plan in a database and sends it back to the terminal, which then displays the plan to the user and provides a concrete action plan, allowing the user to clearly understand the next steps to take and efficiently transition to a new career.

[0391] Specific examples

[0392] Hereinafter, embodiments of the present invention will be described with reference to specific examples.

[0393] 1. User Registration

[0394] When Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[0395] 2. Generating a career plan

[0396] After logging in, Shogi Player A clicks the "Generate Career Plan" button. The device sends a request including the user ID to the server. The server then sends the request to the generative AI model based on background information about Shogi Player A (for example, his strategic thinking ability and past experience in shogi). The generative AI model generates the optimal career plan for Shogi Player A, suggesting the following: "Take an online course in front-end development and learn the basics of algorithms at the same time. After that, participate in an open source project to gain practical experience."

[0397] 3. Providing the generated career plan

[0398] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan on Player A's screen and provides specific guidelines for action. Player A can then begin studying according to the plan and move toward a career in engineering.

[0399] The above is a concrete example of how to implement the present invention. This system makes it possible to utilize the strategic thinking skills of a shogi player and provide specific support for taking on new career challenges.

[0400] The processing flow will be explained below.

[0401] Step 1:

[0402] The user enters the "user name" and "password" in the registration form and clicks the "Register" button.

[0403] Step 2:

[0404] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0405] Step 3:

[0406] The server receives the request and stores the username and hashed password in a database.

[0407] Step 4:

[0408] The server returns a registration success message in JSON format to the device.

[0409] Step 5:

[0410] The terminal receives the response from the server and displays a message to the user that registration was successful.

[0411] Step 6:

[0412] The user enters the "user name" and "password" in the "login form" and clicks the "login" button.

[0413] Step 7:

[0414] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0415] Step 8:

[0416] The server receives the request and checks the hashed password against the user information in its database.

[0417] Step 9:

[0418] The server returns a successful login message in JSON format to the terminal.

[0419] Step 10:

[0420] The terminal receives the response from the server and displays a successful login message to the user.

[0421] Step 11:

[0422] User clicks the "Generate Career Plan" button.

[0423] Step 12:

[0424] The device sends a request including the user ID in JSON format to the server.

[0425] Step 13:

[0426] The server retrieves the user's background information and sends a request to the generative AI model.

[0427] Step 14:

[0428] The generative AI model takes into account the user's skills and experience to generate the optimal career plan.

[0429] Step 15:

[0430] The server stores the generated carrier plan in a database and returns it to the terminal.

[0431] Step 16:

[0432] The terminal receives the response from the server and displays the carrier plan to the user.

[0433] Example 1

[0434] Next, a description will be given of Example 1. In the following description, the data processing device 12 will be referred to as a "server" and the smart glasses 214 will be referred to as a "terminal."

[0435] When individuals who have abandoned their careers as shogi players switch to engineering as a new profession, there is a lack of efficient and specific support methods. To solve this problem, it is necessary to generate and present an optimal career plan based on the individual's background information.

[0436] The specific processing by the specific processing unit 290 of the data processing device 12 in the first embodiment is realized by the following means.

[0437] In this invention, the server includes means for [providing a terminal for inputting user information], means for [providing a server for receiving the input user information], means for [providing a server for hashing the received user information, storing it in a database, and performing user authentication], means for [providing a server for generating an individual career plan for the authenticated user using a generative AI model], and means for [providing a terminal for displaying the generated career plan to the user]. This enables users to have an optimal career plan based on their individual background and to efficiently switch to a new career field.

[0438] A "terminal for inputting user information" is a device that is used by a user to input his or her own information and transmit it to the system.

[0439] The "server that receives input user information" is a computer system that receives and processes information sent from a user terminal.

[0440] A "server that hashes received user information, stores it in a database, and performs user authentication" is a computer system that has the function of hashing received user passwords and safely storing them in a database, and performs authentication at the time of login.

[0441] A "server that generates individual career plans for authenticated users using a generative AI model" is a computer system that has the function of generating specific career plans for the engineering field using a generative AI model based on authenticated user information.

[0442] The "terminal that displays the generated carrier plan to the user" is a device that displays the carrier plan sent from the server so that the user can check it.

[0443] A "generative AI model" is a model that uses artificial intelligence technology to create optimal career plans based on the user's background information.

[0444] The present invention is a system that supports users who have abandoned their careers as shogi players and are transitioning to the engineering field. This system comprehensively supports the registration and authentication of user information, and the creation and provision of career plans. Specific embodiments for implementing this invention are described in detail below.

[0445] User Registration and Authentication

[0446] First, the user accesses the system from a terminal. The terminal can be a PC, smartphone, tablet, or other device. The user enters their username and password on a screen. The terminal then sends the entered data to the server.

[0447] The server takes the received username and password, hashes the password using the bcrypt library, and then stores the username along with the hashed password in a database (e.g., MySQL or PostgreSQL). Once saved, the user is shown a message confirming registration.

[0448] Next, when the user tries to log in to the system, they enter the re-registered username and password. This information is again sent from the terminal to the server, and the server queries the database to compare the entered password with the stored hashed password. If authentication is successful, the server generates a JWT token and returns it to the user. Using this token, the user can access various functions within the system.

[0449] Generate a career plan

[0450] After logging in, the user clicks the "Generate Career Plan" button. This sends request data including the user ID from the terminal to the server. The server receives this and retrieves background information (e.g., strategic thinking ability and past experience in shogi) from the user database.

[0451] The server sends a request to the generative AI model based on the acquired user background information. An example of a prompt might be, "Consider this user's background information and propose the optimal career transition plan to the engineering field." The generative AI model (e.g., a generative AI technology such as GPT-3) then generates the optimal career plan for the user based on this information. This plan includes specific learning content and steps.

[0452] Providing generated career plans

[0453] The career plan generated by the generative AI model is returned to the server, which stores the plan in a database and sends it to the user's device. The device then displays the received career plan to the user. The plan includes specific guidelines and links to learning resources that can help the user transition into engineering.

[0454] Specific examples

[0455] For example, when Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[0456] When logged in, Player A clicks the "Generate Career Plan" button, and the device sends a request including the user ID to the server. The server then sends the request to the generative AI model based on Player A's background information. The generative AI model then proposes the following career plan: "Take an online course in front-end development and learn the basics of algorithms at the same time. After that, participate in an open source project and gain practical experience."

[0457] The above is a specific embodiment for carrying out the present invention. This system allows users to have an optimal career plan according to their individual background and to efficiently transition to a new career field.

[0458] The flow of the identification process in the first embodiment will be described with reference to FIG.

[0459] Step 1: User Registration

[0460] The user enters a username and password through the terminal and clicks the "Register" button. The terminal sends this information in JSON format to the server. The server processes the received user information and hashes the password using the bcrypt library. The server then saves the username along with the hashed password in the database. The server returns a response to the terminal indicating successful saving, and the terminal displays a registration completion message to the user.

[0461] input:

[0462] Username

[0463] password

[0464] output:

[0465] Registration completion message

[0466] Step 2: User authentication

[0467] The user enters their username and password on the login screen and clicks the "Login" button. The device sends the login data to the server. The server queries the database to verify that it matches the stored hashed password. If authentication is successful, the server generates a JWT token and returns it to the user. The user device uses this token to access various functions within the system.

[0468] input:

[0469] Username

[0470] password

[0471] output:

[0472] JWT Token

[0473] Step 3: Request to generate a career plan

[0474] The authenticated user clicks the "Generate Career Plan" button. The device sends request data including the user ID to the server. The server receives the request data and retrieves the user's background information from the user database. The server then sends a request to the generative AI model based on the retrieved background information.

[0475] input:

[0476] User ID

[0477] output:

[0478] User Background Information

[0479] Step 4: Create a career plan

[0480] The server sends a request containing the user's background information to the generative AI model. The generative AI model generates an optimal career plan for the user based on the prompt, "Consider this user's background information and propose the most appropriate career transition plan to the engineering field." The generative AI model returns the generated plan to the server.

[0481] input:

[0482] User Background Information

[0483] Prompt statement

[0484] output:

[0485] Optimal career planning

[0486] Step 5: Delivering the generated career plan

[0487] The server stores the generated career plan in a database. The server then transmits the stored plan to the user's device. The device displays the received career plan to the user. The plan includes specific learning content and guidelines for the user to follow as they transition to a new career.

[0488] input:

[0489] Optimal career planning

[0490] output:

[0491] View Career Plan

[0492] (Application example 1)

[0493] Next, a description will be given of Application Example 1. In the following description, the data processing device 12 will be referred to as a "server" and the smart glasses 214 will be referred to as a "terminal."

[0494] The present invention aims to provide a system that not only provides a specific career plan for shogi players when they switch to the engineering field, but also effectively provides the learning content necessary for the career switch, thereby helping shogi players quickly and efficiently acquire skills in a new career field.

[0495] The specific processing by the specific processing unit 290 of the data processing device 12 in the application example 1 is realized by the following means.

[0496] In this invention, the server includes means for [providing an information terminal for inputting user information], means for [providing an information processing device for receiving the input user information], means for [providing an information processing device for storing the received user information in a data storage device and performing user authentication], means for [providing an information processing device for generating an individual career plan for the authenticated user using a generative AI model], means for [providing an information terminal for displaying the generated career plan to the user], and means for [providing an application for delivering learning content to support career transitions]. This makes it possible to centrally provide specific career plans and learning content necessary for shogi players to transition to the engineering field.

[0497] An "information terminal" is an electronic device that allows a user to input personal and other data and interface with a system.

[0498] An "information processing device" is a computer system that analyzes received data and performs the necessary processing and storage.

[0499] "Data storage device" means a storage device or database system for storing and managing received data.

[0500] "User authentication" is the process of verifying that a user attempting to access a system has legitimate authority.

[0501] A "generative AI model" is an artificial intelligence model that generates recommendations such as new career plans based on a user's background information and input data.

[0502] A "career plan" is a plan that includes specific steps and learning content for a user to transition into a new career field.

[0503] "Career transition learning content" refers to educational materials and online courses provided to users to help them acquire the skills necessary for a new field.

[0504] This invention describes a system that provides specific career plans and learning content for shogi players to switch to the engineering field. This system is mainly composed of the following programs and their processing methods.

[0505] Overall structure

[0506] This system includes an information terminal, an information processing device, and a data storage device, and performs the collection of user information, user authentication, creation of a career plan, and distribution of learning content. Specific elements are described below.

[0507] User Registration and Authentication

[0508] Users access the system using an information terminal (e.g., a smartphone). When the user enters their personal information, it is sent to an information processing device and stored in a data storage device. Passwords are hashed to maintain security. User authentication is performed based on the registered information.

[0509] Generate a career plan

[0510] Once authenticated, a user can request the generation of a career plan. The information processing device acquires the user's background information and sends the request to the generative AI model. The generative AI model takes into account the user's skills and experience to generate an optimal career plan, which includes specific learning steps and practical content in the engineering field.

[0511] Providing generated career plans

[0512] The information processing device stores the generated career plan in a data storage device and reflects it on the information terminal, where the user can view the career plan and execute specific action plans.

[0513] Delivery of learning content

[0514] Furthermore, the system provides learning content to support career transition, allowing users to efficiently acquire the necessary skills. The information processing device selects these educational materials and online courses based on the generative AI model and delivers them to the information terminal.

[0515] Hardware and software used

[0516] This system uses the following software:

[0517] Flask: Used as a lightweight web application framework.

[0518] SQLite: Used as a database management system to store and manage user information.

[0519] hashlib: Used for password hashing.

[0520] Specific examples

[0521] 1. A user registers using a smartphone and enters "Username: ExampleUser" and "Password: SecurePass123." The server receives this, hashes the password using SHA-256, and stores it in the database.

[0522] 2. After completing the registration, the user logs in with the same information and requests the generation of a career plan. The server sends the following prompt sentence to the generative AI model based on the user's background information:

[0523] "Generate the optimal career path to engineering for user ExampleUser based on his shogi background."

[0524] 3. The generative AI model generates a career plan including optimal learning courses and practical content based on the user's skill profile, and displays it on the user's smartphone via the server.

[0525] In this way, it is possible to create a system that centrally provides specific career plans and learning content to help shogi players effectively transition to the engineering field.

[0526] The flow of the specific processing in the application example 1 will be described with reference to FIG.

[0527] Step 1:

[0528] A user uses an information terminal to input personal information. The user inputs a username and password, which are then sent from the terminal to the server. This is the first step in a user's new registration or login. The input data is the username and password, and the server receives it.

[0529] Step 2:

[0530] The server stores the received user information in a data store and hashes the password. The server securely hashes the password using, for example, the SHA-256 algorithm, and stores the hashed password and username in a data store. The input data is the plaintext password and username, and the output is stored in a database along with the hashed password.

[0531] Step 3:

[0532] When a user tries to log in using an information terminal, they re-enter the username and password they entered earlier. The terminal sends this information to the server. The input data is the username and password entered again, and the server receives it.

[0533] Step 4:

[0534] The server hashes the received password again and compares it with the hashed password in the database. The server checks the username and hashed password against the database and if they match, the user is authenticated successfully. The input data is the hashed password again, and the output is the authentication result (success or failure).

[0535] Step 5:

[0536] An authenticated user uses an information terminal to request the generation of a career plan. The terminal sends a request including the user ID to the server. The input data is the user ID, and the server receives it.

[0537] Step 6:

[0538] The server sends a prompt to the generative AI model based on the user's background information. The server obtains background information based on the user ID and generates a prompt such as, "Based on user ExampleUser's shogi background, please generate an optimal career plan for the engineering field." This is sent to the generative AI model. The input data is the user ID and background information, and the prompt is generated as the output.

[0539] Step 7:

[0540] The generative AI model generates an optimal career plan based on the prompt. The generative AI model analyzes the input prompt and generates a specific career plan based on the user's skills and experience. The input data is the prompt, and the output is a career plan.

[0541] Step 8:

[0542] The server stores the generated career plan in a data storage device and returns it to the information terminal. The server stores the generated career plan in a database and sends it to the user's information terminal. The input data is the generated career plan, and the output is displayed on the information terminal.

[0543] Step 9:

[0544] The information terminal displays the generated career plan to the user and provides a specific action plan, which the user can view and take steps toward a new career. The input data is the career plan, and the displayed action plan is obtained as the output.

[0545] Step 10:

[0546] The server selects learning content to support career transitions and delivers it to the information terminal. Based on the generative AI model, the server selects the optimal learning course and sends it to the user's information terminal. The input data is the user's background information and the generated career plan, and the selected learning content is delivered as output to the information terminal.

[0547] Furthermore, an emotion engine that estimates the user's emotion may be further combined. That is, the identification processing unit 290 may estimate the user's emotion using the emotion identification model 59, and perform identification processing using the user's emotion.

[0548] The present invention is a system for supporting individuals who have abandoned their careers as shogi players to switch to the engineering field as a new career, and by combining it with a function to recognize the user's emotions, it provides a more optimized career plan. Specific embodiments of the present invention will be described below.

[0549] User Registration and Authentication

[0550] This system first provides user registration and authentication functions. The user enters their "user name" and "password" through their terminal and sends them to the server. The server stores the received information in a database, and passwords are hashed to ensure security. Through the registration process, users establish a foundation for using the system.

[0551] Generate a career plan

[0552] Once authenticated, the user makes a request to generate a career plan. This request is sent to the server via the device. The server obtains the user's background information and sends the request to the generative AI model based on that information. The generative AI model takes into account the user's skills and experience, as well as the analysis results of the emotion engine, to generate an optimal career plan. This career plan includes specific steps and learning content for the user to transition to the engineering field.

[0553] Implementing the Emotion Engine

[0554] The emotion engine has the ability to recognize the user's emotions and send that information to the server. While the user is using the device, the emotion engine analyzes the user's voice and text to understand the user's current psychological state. The analyzed emotion data is input into a generative AI model, and career plans are adjusted based on this.

[0555] Providing generated career plans

[0556] The server stores the generated career plan in a database and sends it back to the terminal, which then displays the plan to the user and provides a concrete action plan, allowing the user to clearly understand the next steps to take and efficiently transition to a new career.

[0557] Specific examples

[0558] Hereinafter, embodiments of the present invention will be described with reference to specific examples.

[0559] 1. User Registration

[0560] When Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[0561] 2. Generating a career plan

[0562] After logging in, Shogi Player A clicks the "Generate Career Plan" button. The device sends a request including the user ID to the server. The server sends the request to the generative AI model based on background information about Shogi Player A (for example, his strategic shogi thinking ability and past experience). The generative AI model also uses the emotional data collected by the emotion engine to generate an optimal career plan. For example, if Shogi Player A is anxious about his progress in learning, it generates a plan that includes corresponding encouragement and complementary learning content.

[0563] 3. Providing the generated career plan

[0564] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan on Player A's screen and provides specific guidelines for action. Player A can then begin studying according to the plan and move toward a career in engineering.

[0565] The above is a specific embodiment of the present invention. This system can provide specific support for taking on a new career challenge, taking into account not only the player's strategic thinking ability but also their emotional state.

[0566] The processing flow will be explained below.

[0567] Step 1:

[0568] The user enters the "user name" and "password" in the registration form and clicks the "Register" button.

[0569] Step 2:

[0570] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0571] Step 3:

[0572] The server receives the request and stores the username and hashed password in a database.

[0573] Step 4:

[0574] The server returns a registration success message in JSON format to the device.

[0575] Step 5:

[0576] The terminal receives the response from the server and displays a message to the user that registration was successful.

[0577] Step 6:

[0578] The user enters the "user name" and "password" in the "login form" and clicks the "login" button.

[0579] Step 7:

[0580] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0581] Step 8:

[0582] The server receives the request and checks the hashed password against the user information in its database.

[0583] Step 9:

[0584] The server returns a successful login message in JSON format to the terminal.

[0585] Step 10:

[0586] The terminal receives the response from the server and displays a successful login message to the user.

[0587] Step 11:

[0588] User clicks the "Generate Career Plan" button.

[0589] Step 12:

[0590] The device sends a request containing the user ID and the user's emotional state in JSON format to the server.

[0591] Step 13:

[0592] The server obtains the user's background information, analyzes the user's emotional state using an emotion engine, and inputs that information into the generative AI model.

[0593] Step 14:

[0594] The generative AI model takes into account the user's skills, experience, and current emotional state to generate the optimal career plan.

[0595] Step 15:

[0596] The server stores the generated carrier plan in a database and returns it to the terminal.

[0597] Step 16:

[0598] The terminal receives the response from the server and displays the carrier plan to the user.

[0599] Step 17:

[0600] The user follows a displayed career plan to begin learning and progress towards a career in engineering.

[0601] The above is the specific process flow. By using the emotion engine, it is possible to provide a career plan that takes into account the user's emotional state, enabling more personalized support.

[0602] Example 2

[0603] Next, a description will be given of Example 2. In the following description, the data processing device 12 will be referred to as a "server" and the smart glasses 214 will be referred to as a "terminal."

[0604] The purpose of this invention is to provide efficient and personalized support for individuals who have abandoned their careers as shogi players to transition to the engineering field, and to provide a system that reduces the user's psychological barriers and anxiety by combining it with a function that recognizes the user's emotions, and supports the execution of new career plans.

[0605] The specific processing by the specific processing unit 290 of the data processing device 12 in the second embodiment is realized by the following means.

[0606] In this invention, the server includes means for [providing a terminal for inputting user information], means for [providing a server for receiving the input user information], and means for [providing a server for storing the received user information in a database and hashing the password to perform user authentication]. This allows users to safely and reliably register and use the system. It also includes means for [providing a server for generating an individual career plan for an authenticated user using a generative AI model based on the user's background information and emotional data], means for [providing a terminal for displaying the generated career plan to the user], means for [providing an emotion analysis engine for analyzing the user's voice and text to recognize emotions], and means for [providing a terminal for transmitting the analyzed emotional data to the server]. This allows users to efficiently transition to a new career by providing an optimal career plan that takes into account their current psychological state.

[0607] "User information" refers to basic identification information and information required for authentication of a user registered in the system.

[0608] A "terminal" is an electronic device that allows a user to input information and displays output from a system.

[0609] A "server" is a computer system that receives, processes, and stores information sent by users.

[0610] A "database" is a data storage system for systematically storing and managing user information, generated career plans, etc.

[0611] "Password hashing" is a process in which a password is not stored as is, but is irreversibly converted to enhance security.

[0612] A "generative AI model" is an artificial intelligence model that performs specific tasks based on user data.

[0613] A "career plan" is a set of specific steps and guidelines for career change or skill development that are created based on the user's skills, experience, and goals.

[0614] An "emotion analysis engine" is a system component that analyzes a user's voice and text data to recognize the user's emotional state.

[0615] A "prompt" is an instruction entered into a generative AI model to instruct it to perform a specific task.

[0616] The present invention is a system that supports individuals who have abandoned their careers as shogi players in transitioning to a new career in engineering. The system uses a generative AI model and a sentiment analysis engine to input and authenticate user information and generate and provide an individualized career plan. Specific embodiments are described below.

[0617] User Registration and Authentication

[0618] The user uses a terminal to enter their "username" and "password" and send them to the server. Specifically, the hardware used by the user is a regular PC or smartphone, and the software is a web browser. The server processes the received "username" and "password," hashes the password, and securely stores it in a database. The user then enters their "username" and "password" again and authenticates on the login screen. The server compares the information in the database, and if authentication is successful, grants the user access rights.

[0619] Generate a career plan

[0620] After authenticating, the user clicks the "Generate Career Plan" button on the device. The device sends a request including the user ID to the server. The server retrieves the user's background information (e.g., educational background, work history, special skills, etc.) from a database, and then sends a prompt sentence to the generative AI model based on this information. The generative AI model takes into account the user's skills, experience, and emotional data to generate an optimal career plan. An example of a specific prompt sentence is "User ID: 1234, Skills: Strategic thinking in shogi, Experience: Over 10 years."

[0621] Sentiment analysis engine implementation

[0622] While the user is using the device, the emotion analysis engine analyzes the voice and text in real time. The analysis results are sent to a server, and the received emotion data is fed back to the generative AI model. This generates a career plan that reflects the user's psychological state.

[0623] Providing generated career plans

[0624] The server stores the generated career plan in a database and sends it back to the device. The device displays the generated career plan to the user and provides a specific action plan for the user to take next. For example, a specific plan may be displayed such as, "The user should apply their strategic thinking skills from shogi to switch to the engineering field. First, they should take courses on Python and data science, and then participate in actual projects."

[0625] The present invention allows users to obtain an optimal career plan that takes into account their skills, experience, and even emotional state, enabling them to efficiently transition to a new career.

[0626] The flow of the identification process in the second embodiment will be described with reference to FIG.

[0627] Step 1: User Registration

[0628] The user enters their "user name" and "password" into the terminal. The terminal sends this information to the server. The server performs the following process based on the received information.

[0629] Input: Username, Password

[0630] Data processing: hashing the password (e.g., applying a hash function such as BCrypt)

[0631] Output: Hashed password

[0632] Specifically, the server stores the hashed password and username in a database.

[0633] Step 2: User authentication

[0634] The user enters the same "user name" and "password" as when they first registered on the login screen. The device sends these to the server, and the server processes the received data.

[0635] Input: Username, Password

[0636] Data operation: Retrieve a hashed password based on the username from the database and compare it with the entered password

[0637] Output: Authentication result

[0638] Specifically, if the server is successful in authentication, it generates an authentication token and returns it to the user terminal.

[0639] Step 3: Request a career plan

[0640] The authenticated user clicks the "Generate Career Plan" button on the terminal, which sends a request including the user ID to the server.

[0641] Input: User ID

[0642] Data calculation: Retrieve background information from database based on user ID

[0643] Output: User background information

[0644] Specifically, the server collects background information and prepares to send a request to the generative AI model in the next step.

[0645] Step 4: Request to the generative AI model

[0646] The server sends a prompt to the generative AI model based on the background information it previously obtained.

[0647] Input: User background information (e.g., educational background, work history, special skills, etc.)

[0648] Data calculation: Generate prompt sentences based on background information (e.g., "User ID: 1234, Skill: Shogi strategic thinking, Experience: 10+ years")

[0649] Output: prompt statement

[0650] The specific operation is to send prompt sentences to the generative AI model and generate a career plan.

[0651] Step 5: Collecting sentiment data

[0652] While the user is using the device, the emotion analysis engine collects and analyzes voice and text data in real time.

[0653] Input: User voice data, text data

[0654] Data Computing: Performing voice and text analysis to identify emotional states

[0655] Output: Emotion data

[0656] Specifically, the terminal transmits the analyzed emotion data to the server, and the server stores the data.

[0657] Step 6: Feedback to the generative AI model

[0658] The server feeds the emotional data back into the generative AI model to make final career plan adjustments.

[0659] Input: Emotion data

[0660] Data computation: Generative AI models take emotional data into account to revise and optimize career plans

[0661] Output: Optimized career planning

[0662] A specific operation is to regenerate an optimized career plan that reflects the emotional data.

[0663] Step 7: Providing career planning

[0664] The server stores the final carrier plan in a database and returns it to the user's terminal.

[0665] Input: Optimized Career Planning

[0666] Data processing: Save career plans in a database and convert them into a response format

[0667] Output: Career plan (e.g., "First, take Python and Data Science courses, then get involved in real-world projects")

[0668] The specific operation is that the server returns the carrier plan to the user terminal, and the terminal displays it to the user.

[0669] The above are the specific processing steps and their operation. This system allows users to obtain a career plan that takes into account their background information and emotional state, enabling them to efficiently transition to a new career.

[0670] (Application example 2)

[0671] Next, a description will be given of Application Example 2. In the following description, the data processing device 12 will be referred to as a "server" and the smart glasses 214 will be referred to as a "terminal."

[0672] The problem that this invention aims to solve is to provide a system that supports a smooth career transition from a specific occupation, such as a shogi player, to a different occupation. In particular, the system generates an optimal career plan that takes into account the user's emotional state, and provides specific learning steps based on that plan, allowing the user to adapt to a new occupation while reducing stress.

[0673] The identification process by the identification processing unit 290 of the data processing device 12 in Application Example 2 is realized by the following means. In this invention, the server includes means for providing a terminal for inputting user information, means for providing a server for receiving the input user information, means for providing a server for storing the received user information in a database and performing user authentication, means for providing a server for generating an individual career plan for the authenticated user using a generative AI model, means for providing an emotion engine for analyzing the user's emotional state, and means for providing a terminal for displaying the generated career plan and learning steps based on emotions to the user. This makes it possible to provide an optimal career plan based on the user's background information and emotional state, allowing the user to smoothly transition to a new career field.

[0674] "User information" refers to information such as name, password, and skill set that a user enters when registering with the system.

[0675] A "terminal" is a device through which a user inputs information and interacts with a system.

[0676] "Server" refers to a computer system that receives user information, stores it in a database, and sends requests to a generative AI model to generate a career plan.

[0677] "Database" means a data storage system for storing and managing received user information.

[0678] "User authentication" is the process of verifying registered user information and granting permission to access a system.

[0679] A "generative AI model" is an artificial intelligence model that automatically generates optimal career plans based on a user's skills, background information, and emotional state.

[0680] A "career plan" is a plan that includes specific steps and learning content for a user to advance into a new career field.

[0681] An "emotion engine" is a system that analyzes a user's voice and text to recognize their current emotional state.

[0682] "Emotional state" is information that indicates the user's current psychological state and stress level.

[0683] A "learning step" is a specific learning activity or task that a user should perform based on their career plan.

[0684] This invention is a system that supports a user who has given up on a career as a shogi player to switch to the engineering field, and provides an optimal career plan by taking into account the user's emotional state. An embodiment of this invention is described below.

[0685] User Registration and Authentication

[0686] The user enters their "user information" (such as name, password, and skill set) through the terminal. The terminal sends this information to the server. The server stores the received user information in a database and hashes the password to ensure security. Next, user authentication is performed, and the registered user can log in to the system.

[0687] Generate a career plan

[0688] The authenticated user sends a request to generate a career plan to the server via their device. The server obtains the user's background information and emotional state, and inputs this information into the generative AI model. The following is an example of a prompt sentence to input to the generative AI model:

[0689] "User ID: 12345, Stress state: True, Current skills: Communication, problem solving."

[0690] The generative AI model takes into account a user's skills, background information, and emotional state to generate an optimal career plan, including specific steps and learning experiences for the user to transition into engineering.

[0691] Implementing the Emotion Engine

[0692] While a user is using the device, the emotion engine analyzes voice and text to understand the user's current emotional state. For example, if a user types, "I'm feeling stressed about today's support," the emotion engine analyzes that information and records it as emotional data. This data is fed back to the generative AI model to help generate career plans.

[0693] Providing generated career plans

[0694] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan to the user and provides specific guidelines for action. This allows the user to clearly understand the next steps and smoothly transition to a new career. For example, if the user is feeling stressed, the device will provide a plan that includes encouragement and complementary learning content tailored to their emotional state.

[0695] Hardware and software used

[0696] The implementation of this system uses the following hardware and software:

[0697] Terminal: A device (computer, smartphone, etc.) through which a user enters information

[0698] Server: A computer system that manages databases, authenticates users, and runs generative AI models.

[0699] Database: A data storage system for storing user information and generated career plans.

[0700] Generative AI model: An artificial intelligence model that generates appropriate career plans

[0701] Emotion Engine: A system for analyzing a user's emotional state

[0702] As a specific example, a support worker's "stress" is recognized through an emotion engine, and a generative AI model adjusts their career plan based on that information. Through such a system, users receive the optimal career plan based on their emotional state, enabling a smooth transition to a new career.

[0703] The flow of the specific processing in the application example 2 will be described with reference to FIG.

[0704] Step 1:

[0705] The user inputs user information through the terminal. The input information includes the username, password, skill set, etc. The terminal sends this information to the server, which then stores the received user information in a database. Here, the password is hashed for security reasons. The input data is the user information, and the output data is the user information stored in the database.

[0706] Step 2:

[0707] For user authentication, the user again logs into the system using a terminal. The terminal sends the username and password to the server, which checks them against the information in the database. If authentication is successful, the user can proceed to the next step. The input data is the authentication information, and the output data is the authentication result (success or failure).

[0708] Step 3:

[0709] The authenticated user sends a career plan generation request to the server via their device. This request includes the user ID. The server obtains the user's background information and emotional state, and sends the request to the generative AI model based on that information. The input data is the generation request and the user's background information, and the output data is a prompt sentence for the generative AI model.

[0710] Step 4:

[0711] The emotion engine analyzes the voice or text input by the user to determine the user's emotional state. For example, given input text such as "I'm feeling stressed about today's support session," the emotion engine determines that the stress level is high and sends that data to the server. The input data is voice or text, and the output data is the analyzed emotion data.

[0712] Step 5:

[0713] The server sends prompts to the generative AI model to generate an optimal career plan based on the user's skills, background information, and emotional state. The generative AI model processes and calculates this data to output the optimal career plan. The input data is the prompts to the generative AI model, and the output data is the generated career plan.

[0714] Step 6:

[0715] The generated career plan is stored on the server and sent back to the terminal. The terminal displays the career plan to the user, allowing the user to confirm the next steps to take. The input data is the generated career plan, and the output data is the career plan displayed to the user. This allows the user to proceed with their transition to the engineering field based on specific learning steps and action plans.

[0716] The specific processing unit 290 transmits the result of the specific processing to the smart glasses 214. In the smart glasses 214, the control unit 46A causes the speaker 240 to output the result of the specific processing. The microphone 238 acquires audio indicating a user input regarding the result of the specific processing. The control unit 46A transmits audio data indicating the user input acquired by the microphone 238 to the data processing device 12. In the data processing device 12, the specific processing unit 290 acquires the audio data.

[0717] The data generation model 58 is a so-called generative AI (Artificial Intelligence). An example of the data generation model 58 is ChatGPT (Internet Search<URL: https: / / openai.com / blog / chatgpt> ), Gemini (Internet search <url: https: gemini.google.com ?hl="ja">) and other generation AIs. The data generation model 58 is obtained by performing deep learning on a neural network. A prompt including an instruction is input to the data generation model 58, and inference data such as voice data indicating voice, text data indicating text, and image data indicating an image is also input. The data generation model 58 performs inference on the input inference data in accordance with the instruction indicated by the prompt, and outputs the inference result in a data format such as voice data and text data. Here, inference refers to, for example, analysis, classification, prediction, and / or summarization.

[0718] In the above embodiment, an example in which the specific processing is performed by the data processing device 12 has been given, but the technology of the present disclosure is not limited to this, and the specific processing may be performed by the smart glasses 214.

[0719] [Third embodiment]

[0720] FIG. 5 shows an example of the configuration of a data processing system 310 according to the third embodiment.

[0721] 5, the data processing system 310 includes the data processing device 12 and a headset terminal 314. An example of the data processing device 12 is a server.

[0722] The data processing device 12 includes a computer 22, a database 24, and a communication I / F 26. The computer 22 is an example of a "computer" according to the technology of the present disclosure. The computer 22 includes a processor 28, a RAM 30, and a storage 32. The processor 28, the RAM 30, and the storage 32 are connected to a bus 34. The database 24 and the communication I / F 26 are also connected to the bus 34. The communication I / F 26 is connected to a network 54. Examples of the network 54 include a WAN (Wide Area Network) and / or a LAN (Local Area Network).

[0723] The headset type terminal 314 includes a computer 36, a microphone 238, a speaker 240, a camera 42, a communication I / F 44, and a display 343. The computer 36 includes a processor 46, a RAM 48, and a storage 50. The processor 46, the RAM 48, and the storage 50 are connected to a bus 52. The microphone 238, the speaker 240, the camera 42, and the display 343 are also connected to the bus 52.

[0724] The microphone 238 receives instructions and the like from the user 20 by receiving voice uttered by the user 20. The microphone 238 captures the voice uttered by the user 20, converts the captured voice into audio data, and outputs it to the processor 46. The speaker 240 outputs audio in accordance with instructions from the processor 46.

[0725] Camera 42 is a small digital camera equipped with an optical system including a lens, aperture, and shutter, and an imaging element such as a CMOS (Complementary Metal-Oxide-Semiconductor) image sensor or a CCD (Charge Coupled Device) image sensor, and captures images of the surroundings of user 20 (for example, an imaging range defined by an angle of view equivalent to the field of vision of a typical healthy person).

[0726] The communication I / F 44 is connected to a network 54. The communication I / Fs 44 and 26 are responsible for the exchange of various information between the processor 46 and the processor 28 via the network 54. The exchange of various information between the processor 46 and the processor 28 using the communication I / Fs 44 and 26 is carried out in a secure state.

[0727] Fig. 6 shows an example of the main functions of the data processing device 12 and the headset type terminal 314. As shown in Fig. 6, in the data processing device 12, a specific process is performed by the processor 28. A specific process program 56 is stored in the storage 32.

[0728] The specific processing program 56 is an example of a "program" according to the technology of the present disclosure. The processor 28 reads the specific processing program 56 from the storage 32 and executes the read specific processing program 56 on the RAM 30. The specific processing is realized by the processor 28 operating as a specific processing unit 290 in accordance with the specific processing program 56 executed on the RAM 30.

[0729] The storage 32 stores a data generation model 58 and an emotion identification model 59. The data generation model 58 and the emotion identification model 59 are used by the identification processing unit 290.

[0730] In the headset type terminal 314, a reception output process is performed by the processor 46. A reception output program 60 is stored in the storage 50. The processor 46 reads the reception output program 60 from the storage 50 and executes the read reception output program 60 on the RAM 48. The reception output process is realized by the processor 46 operating as the control unit 46A in accordance with the reception output program 60 executed on the RAM 48.

[0731] Next, a description will be given of the identification process performed by the identification processing unit 290 of the data processing device 12. In the following description, the data processing device 12 will be referred to as the "server" and the headset type terminal 314 will be referred to as the "terminal."

[0732] The present invention is a system for supporting individuals who have given up their careers as shogi players to switch to the engineering field as a new career. Specific embodiments of the present invention will be described below.

[0733] User Registration and Authentication

[0734] This system first provides user registration and authentication functions. The user enters their "user name" and "password" through their terminal and sends them to the server. The server stores the received information in a database, and passwords are hashed to ensure security. This registration process establishes the foundation for the user to use the system.

[0735] Generate a career plan

[0736] Once authenticated, the user makes a request to generate a career plan. This request is sent to the server via the device. The server obtains the user's background information and sends the request to the generative AI model based on that information. The generative AI model takes into account the user's skills and experience to generate an optimal career plan. This career plan includes specific steps and learning content for the user to transition into the engineering field.

[0737] Providing generated career plans

[0738] The server stores the generated career plan in a database and sends it back to the terminal, which then displays the plan to the user and provides a concrete action plan, allowing the user to clearly understand the next steps to take and efficiently transition to a new career.

[0739] Specific examples

[0740] Hereinafter, embodiments of the present invention will be described with reference to specific examples.

[0741] 1. User Registration

[0742] When Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[0743] 2. Generating a career plan

[0744] After logging in, Shogi Player A clicks the "Generate Career Plan" button. The device sends a request including the user ID to the server. The server then sends the request to the generative AI model based on background information about Shogi Player A (for example, his strategic thinking ability and past experience in shogi). The generative AI model generates the optimal career plan for Shogi Player A, suggesting the following: "Take an online course in front-end development and learn the basics of algorithms at the same time. After that, participate in an open source project to gain practical experience."

[0745] 3. Providing the generated career plan

[0746] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan on Player A's screen and provides specific guidelines for action. Player A can then begin studying according to the plan and move toward a career in engineering.

[0747] The above is a concrete example of how to implement the present invention. This system makes it possible to utilize the strategic thinking skills of a shogi player and provide specific support for taking on new career challenges.

[0748] The processing flow will be explained below.

[0749] Step 1:

[0750] The user enters the "user name" and "password" in the registration form and clicks the "Register" button.

[0751] Step 2:

[0752] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0753] Step 3:

[0754] The server receives the request and stores the username and hashed password in a database.

[0755] Step 4:

[0756] The server returns a registration success message in JSON format to the device.

[0757] Step 5:

[0758] The terminal receives the response from the server and displays a message to the user that registration was successful.

[0759] Step 6:

[0760] The user enters the "user name" and "password" in the "login form" and clicks the "login" button.

[0761] Step 7:

[0762] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0763] Step 8:

[0764] The server receives the request and checks the hashed password against the user information in its database.

[0765] Step 9:

[0766] The server returns a successful login message in JSON format to the terminal.

[0767] Step 10:

[0768] The terminal receives the response from the server and displays a successful login message to the user.

[0769] Step 11:

[0770] User clicks the "Generate Career Plan" button.

[0771] Step 12:

[0772] The device sends a request including the user ID in JSON format to the server.

[0773] Step 13:

[0774] The server retrieves the user's background information and sends a request to the generative AI model.

[0775] Step 14:

[0776] The generative AI model takes into account the user's skills and experience to generate the optimal career plan.

[0777] Step 15:

[0778] The server stores the generated carrier plan in a database and returns it to the terminal.

[0779] Step 16:

[0780] The terminal receives the response from the server and displays the carrier plan to the user.

[0781] Example 1

[0782] Next, a description will be given of Example 1. In the following description, the data processing device 12 will be referred to as a "server" and the headset type terminal 314 will be referred to as a "terminal."

[0783] When individuals who have abandoned their careers as shogi players switch to engineering as a new profession, there is a lack of efficient and specific support methods. To solve this problem, it is necessary to generate and present an optimal career plan based on the individual's background information.

[0784] The specific processing by the specific processing unit 290 of the data processing device 12 in the first embodiment is realized by the following means.

[0785] In this invention, the server includes means for [providing a terminal for inputting user information], means for [providing a server for receiving the input user information], means for [providing a server for hashing the received user information, storing it in a database, and performing user authentication], means for [providing a server for generating an individual career plan for the authenticated user using a generative AI model], and means for [providing a terminal for displaying the generated career plan to the user]. This enables users to have an optimal career plan based on their individual background and to efficiently switch to a new career field.

[0786] A "terminal for inputting user information" is a device that is used by a user to input his or her own information and transmit it to the system.

[0787] The "server that receives input user information" is a computer system that receives and processes information sent from a user terminal.

[0788] A "server that hashes received user information, stores it in a database, and performs user authentication" is a computer system that has the function of hashing received user passwords and safely storing them in a database, and performs authentication at the time of login.

[0789] A "server that generates individual career plans for authenticated users using a generative AI model" is a computer system that has the function of generating specific career plans for the engineering field using a generative AI model based on authenticated user information.

[0790] The "terminal that displays the generated carrier plan to the user" is a device that displays the carrier plan sent from the server so that the user can check it.

[0791] A "generative AI model" is a model that uses artificial intelligence technology to create optimal career plans based on the user's background information.

[0792] The present invention is a system that supports users who have abandoned their careers as shogi players and are transitioning to the engineering field. This system comprehensively supports the registration and authentication of user information, and the creation and provision of career plans. Specific embodiments for implementing this invention are described in detail below.

[0793] User Registration and Authentication

[0794] First, the user accesses the system from a terminal. The terminal can be a PC, smartphone, tablet, or other device. The user enters their username and password on a screen. The terminal then sends the entered data to the server.

[0795] The server takes the received username and password, hashes the password using the bcrypt library, and then stores the username along with the hashed password in a database (e.g., MySQL or PostgreSQL). Once saved, the user is shown a message confirming registration.

[0796] Next, when the user tries to log in to the system, they enter the re-registered username and password. This information is again sent from the terminal to the server, and the server queries the database to compare the entered password with the stored hashed password. If authentication is successful, the server generates a JWT token and returns it to the user. Using this token, the user can access various functions within the system.

[0797] Generate a career plan

[0798] After logging in, the user clicks the "Generate Career Plan" button. This sends request data including the user ID from the terminal to the server. The server receives this and retrieves background information (e.g., strategic thinking ability and past experience in shogi) from the user database.

[0799] The server sends a request to the generative AI model based on the acquired user background information. An example of a prompt might be, "Consider this user's background information and propose the optimal career transition plan to the engineering field." The generative AI model (e.g., a generative AI technology such as GPT-3) then generates the optimal career plan for the user based on this information. This plan includes specific learning content and steps.

[0800] Providing generated career plans

[0801] The career plan generated by the generative AI model is returned to the server, which stores the plan in a database and sends it to the user's device. The device then displays the received career plan to the user. The plan includes specific guidelines and links to learning resources that can help the user transition into engineering.

[0802] Specific examples

[0803] For example, when Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[0804] When logged in, Player A clicks the "Generate Career Plan" button, and the device sends a request including the user ID to the server. The server then sends the request to the generative AI model based on Player A's background information. The generative AI model then proposes the following career plan: "Take an online course in front-end development and learn the basics of algorithms at the same time. After that, participate in an open source project and gain practical experience."

[0805] The above is a specific embodiment for carrying out the present invention. This system allows users to have an optimal career plan according to their individual background and to efficiently transition to a new career field.

[0806] The flow of the identification process in the first embodiment will be described with reference to FIG.

[0807] Step 1: User Registration

[0808] The user enters a username and password through the terminal and clicks the "Register" button. The terminal sends this information in JSON format to the server. The server processes the received user information and hashes the password using the bcrypt library. The server then saves the username along with the hashed password in the database. The server returns a response to the terminal indicating successful saving, and the terminal displays a registration completion message to the user.

[0809] input:

[0810] Username

[0811] password

[0812] output:

[0813] Registration completion message

[0814] Step 2: User authentication

[0815] The user enters their username and password on the login screen and clicks the "Login" button. The device sends the login data to the server. The server queries the database to verify that it matches the stored hashed password. If authentication is successful, the server generates a JWT token and returns it to the user. The user device uses this token to access various functions within the system.

[0816] input:

[0817] Username

[0818] password

[0819] output:

[0820] JWT Token

[0821] Step 3: Request to generate a career plan

[0822] The authenticated user clicks the "Generate Career Plan" button. The device sends request data including the user ID to the server. The server receives the request data and retrieves the user's background information from the user database. The server then sends a request to the generative AI model based on the retrieved background information.

[0823] input:

[0824] User ID

[0825] output:

[0826] User Background Information

[0827] Step 4: Create a career plan

[0828] The server sends a request containing the user's background information to the generative AI model. The generative AI model generates an optimal career plan for the user based on the prompt, "Consider this user's background information and propose the most appropriate career transition plan to the engineering field." The generative AI model returns the generated plan to the server.

[0829] input:

[0830] User Background Information

[0831] Prompt statement

[0832] output:

[0833] Optimal career planning

[0834] Step 5: Delivering the generated career plan

[0835] The server stores the generated career plan in a database. The server then transmits the stored plan to the user's device. The device displays the received career plan to the user. The plan includes specific learning content and guidelines for the user to follow as they transition to a new career.

[0836] input:

[0837] Optimal career planning

[0838] output:

[0839] View Career Plan

[0840] (Application example 1)

[0841] Next, a description will be given of Application Example 1. In the following description, the data processing device 12 will be referred to as a "server" and the headset type terminal 314 will be referred to as a "terminal."

[0842] The present invention aims to provide a system that not only provides a specific career plan for shogi players when they switch to the engineering field, but also effectively provides the learning content necessary for the career switch, thereby helping shogi players quickly and efficiently acquire skills in a new career field.

[0843] The specific processing by the specific processing unit 290 of the data processing device 12 in the application example 1 is realized by the following means.

[0844] In this invention, the server includes means for [providing an information terminal for inputting user information], means for [providing an information processing device for receiving the input user information], means for [providing an information processing device for storing the received user information in a data storage device and performing user authentication], means for [providing an information processing device for generating an individual career plan for the authenticated user using a generative AI model], means for [providing an information terminal for displaying the generated career plan to the user], and means for [providing an application for delivering learning content to support career transitions]. This makes it possible to centrally provide specific career plans and learning content necessary for shogi players to transition to the engineering field.

[0845] An "information terminal" is an electronic device that allows a user to input personal and other data and interface with a system.

[0846] An "information processing device" is a computer system that analyzes received data and performs the necessary processing and storage.

[0847] "Data storage device" means a storage device or database system for storing and managing received data.

[0848] "User authentication" is the process of verifying that a user attempting to access a system has legitimate authority.

[0849] A "generative AI model" is an artificial intelligence model that generates recommendations such as new career plans based on a user's background information and input data.

[0850] A "career plan" is a plan that includes specific steps and learning content for a user to transition into a new career field.

[0851] "Career transition learning content" refers to educational materials and online courses provided to users to help them acquire the skills necessary for a new field.

[0852] This invention describes a system that provides specific career plans and learning content for shogi players to switch to the engineering field. This system is mainly composed of the following programs and their processing methods.

[0853] Overall structure

[0854] This system includes an information terminal, an information processing device, and a data storage device, and performs the collection of user information, user authentication, creation of a career plan, and distribution of learning content. Specific elements are described below.

[0855] User Registration and Authentication

[0856] Users access the system using an information terminal (e.g., a smartphone). When the user enters their personal information, it is sent to an information processing device and stored in a data storage device. Passwords are hashed to maintain security. User authentication is performed based on the registered information.

[0857] Generate a career plan

[0858] Once authenticated, a user can request the generation of a career plan. The information processing device acquires the user's background information and sends the request to the generative AI model. The generative AI model takes into account the user's skills and experience to generate an optimal career plan, which includes specific learning steps and practical content in the engineering field.

[0859] Providing generated career plans

[0860] The information processing device stores the generated career plan in a data storage device and reflects it on the information terminal, where the user can view the career plan and execute specific action plans.

[0861] Delivery of learning content

[0862] Furthermore, the system provides learning content to support career transition, allowing users to efficiently acquire the necessary skills. The information processing device selects these educational materials and online courses based on the generative AI model and delivers them to the information terminal.

[0863] Hardware and software used

[0864] This system uses the following software:

[0865] Flask: Used as a lightweight web application framework.

[0866] SQLite: Used as a database management system to store and manage user information.

[0867] hashlib: Used for password hashing.

[0868] Specific examples

[0869] 1. A user registers using a smartphone and enters "Username: ExampleUser" and "Password: SecurePass123." The server receives this, hashes the password using SHA-256, and stores it in the database.

[0870] 2. After completing the registration, the user logs in with the same information and requests the generation of a career plan. The server sends the following prompt sentence to the generative AI model based on the user's background information:

[0871] "Generate the optimal career path to engineering for user ExampleUser based on his shogi background."

[0872] 3. The generative AI model generates a career plan including optimal learning courses and practical content based on the user's skill profile, and displays it on the user's smartphone via the server.

[0873] In this way, it is possible to create a system that centrally provides specific career plans and learning content to help shogi players effectively transition to the engineering field.

[0874] The flow of the specific processing in the application example 1 will be described with reference to FIG.

[0875] Step 1:

[0876] A user uses an information terminal to input personal information. The user inputs a username and password, which are then sent from the terminal to the server. This is the first step in a user's new registration or login. The input data is the username and password, and the server receives it.

[0877] Step 2:

[0878] The server stores the received user information in a data store and hashes the password. The server securely hashes the password using, for example, the SHA-256 algorithm, and stores the hashed password and username in a data store. The input data is the plaintext password and username, and the output is stored in a database along with the hashed password.

[0879] Step 3:

[0880] When a user tries to log in using an information terminal, they re-enter the username and password they entered earlier. The terminal sends this information to the server. The input data is the username and password entered again, and the server receives it.

[0881] Step 4:

[0882] The server hashes the received password again and compares it with the hashed password in the database. The server checks the username and hashed password against the database and if they match, the user is authenticated successfully. The input data is the hashed password again, and the output is the authentication result (success or failure).

[0883] Step 5:

[0884] An authenticated user uses an information terminal to request the generation of a career plan. The terminal sends a request including the user ID to the server. The input data is the user ID, and the server receives it.

[0885] Step 6:

[0886] The server sends a prompt to the generative AI model based on the user's background information. The server obtains background information based on the user ID and generates a prompt such as, "Based on user ExampleUser's shogi background, please generate an optimal career plan for the engineering field." This is sent to the generative AI model. The input data is the user ID and background information, and the prompt is generated as the output.

[0887] Step 7:

[0888] The generative AI model generates an optimal career plan based on the prompt. The generative AI model analyzes the input prompt and generates a specific career plan based on the user's skills and experience. The input data is the prompt, and the output is a career plan.

[0889] Step 8:

[0890] The server stores the generated career plan in a data storage device and returns it to the information terminal. The server stores the generated career plan in a database and sends it to the user's information terminal. The input data is the generated career plan, and the output is displayed on the information terminal.

[0891] Step 9:

[0892] The information terminal displays the generated career plan to the user and provides a specific action plan, which the user can view and take steps toward a new career. The input data is the career plan, and the displayed action plan is obtained as the output.

[0893] Step 10:

[0894] The server selects learning content to support career transitions and delivers it to the information terminal. Based on the generative AI model, the server selects the optimal learning course and sends it to the user's information terminal. The input data is the user's background information and the generated career plan, and the selected learning content is delivered as output to the information terminal.

[0895] Furthermore, an emotion engine that estimates the user's emotion may be further combined. That is, the identification processing unit 290 may estimate the user's emotion using the emotion identification model 59, and perform identification processing using the user's emotion.

[0896] The present invention is a system for supporting individuals who have abandoned their careers as shogi players to switch to the engineering field as a new career, and by combining it with a function to recognize the user's emotions, it provides a more optimized career plan. Specific embodiments of the present invention will be described below.

[0897] User Registration and Authentication

[0898] This system first provides user registration and authentication functions. The user enters their "user name" and "password" through their terminal and sends them to the server. The server stores the received information in a database, and passwords are hashed to ensure security. Through the registration process, users establish a foundation for using the system.

[0899] Generate a career plan

[0900] Once authenticated, the user makes a request to generate a career plan. This request is sent to the server via the device. The server obtains the user's background information and sends the request to the generative AI model based on that information. The generative AI model takes into account the user's skills and experience, as well as the analysis results of the emotion engine, to generate an optimal career plan. This career plan includes specific steps and learning content for the user to transition to the engineering field.

[0901] Implementing the Emotion Engine

[0902] The emotion engine has the ability to recognize the user's emotions and send that information to the server. While the user is using the device, the emotion engine analyzes the user's voice and text to understand the user's current psychological state. The analyzed emotion data is input into a generative AI model, and career plans are adjusted based on this.

[0903] Providing generated career plans

[0904] The server stores the generated career plan in a database and sends it back to the terminal, which then displays the plan to the user and provides a concrete action plan, allowing the user to clearly understand the next steps to take and efficiently transition to a new career.

[0905] Specific examples

[0906] Hereinafter, embodiments of the present invention will be described with reference to specific examples.

[0907] 1. User Registration

[0908] When Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[0909] 2. Generating a career plan

[0910] After logging in, Shogi Player A clicks the "Generate Career Plan" button. The device sends a request including the user ID to the server. The server sends the request to the generative AI model based on background information about Shogi Player A (for example, his strategic shogi thinking ability and past experience). The generative AI model also uses the emotional data collected by the emotion engine to generate an optimal career plan. For example, if Shogi Player A is anxious about his progress in learning, it generates a plan that includes corresponding encouragement and complementary learning content.

[0911] 3. Providing the generated career plan

[0912] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan on Player A's screen and provides specific guidelines for action. Player A can then begin studying according to the plan and move toward a career in engineering.

[0913] The above is a specific embodiment of the present invention. This system can provide specific support for taking on a new career challenge, taking into account not only the player's strategic thinking ability but also their emotional state.

[0914] The processing flow will be explained below.

[0915] Step 1:

[0916] The user enters the "user name" and "password" in the registration form and clicks the "Register" button.

[0917] Step 2:

[0918] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0919] Step 3:

[0920] The server receives the request and stores the username and hashed password in a database.

[0921] Step 4:

[0922] The server returns a registration success message in JSON format to the device.

[0923] Step 5:

[0924] The terminal receives the response from the server and displays a message to the user that registration was successful.

[0925] Step 6:

[0926] The user enters the "user name" and "password" in the "login form" and clicks the "login" button.

[0927] Step 7:

[0928] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[0929] Step 8:

[0930] The server receives the request and checks the hashed password against the user information in its database.

[0931] Step 9:

[0932] The server returns a successful login message in JSON format to the terminal.

[0933] Step 10:

[0934] The terminal receives the response from the server and displays a successful login message to the user.

[0935] Step 11:

[0936] User clicks the "Generate Career Plan" button.

[0937] Step 12:

[0938] The device sends a request containing the user ID and the user's emotional state in JSON format to the server.

[0939] Step 13:

[0940] The server obtains the user's background information, analyzes the user's emotional state using an emotion engine, and inputs that information into the generative AI model.

[0941] Step 14:

[0942] The generative AI model takes into account the user's skills, experience, and current emotional state to generate the optimal career plan.

[0943] Step 15:

[0944] The server stores the generated carrier plan in a database and returns it to the terminal.

[0945] Step 16:

[0946] The terminal receives the response from the server and displays the carrier plan to the user.

[0947] Step 17:

[0948] The user follows a displayed career plan to begin learning and progress towards a career in engineering.

[0949] The above is the specific process flow. By using the emotion engine, it is possible to provide a career plan that takes into account the user's emotional state, enabling more personalized support.

[0950] Example 2

[0951] Next, a description will be given of Example 2. In the following description, the data processing device 12 will be referred to as a "server" and the headset type terminal 314 will be referred to as a "terminal."

[0952] The purpose of this invention is to provide efficient and personalized support for individuals who have abandoned their careers as shogi players to transition to the engineering field, and to provide a system that reduces the user's psychological barriers and anxiety by combining it with a function that recognizes the user's emotions, and supports the execution of new career plans.

[0953] The specific processing by the specific processing unit 290 of the data processing device 12 in the second embodiment is realized by the following means.

[0954] In this invention, the server includes means for [providing a terminal for inputting user information], means for [providing a server for receiving the input user information], and means for [providing a server for storing the received user information in a database and hashing the password to perform user authentication]. This allows users to safely and reliably register and use the system. It also includes means for [providing a server for generating an individual career plan for an authenticated user using a generative AI model based on the user's background information and emotional data], means for [providing a terminal for displaying the generated career plan to the user], means for [providing an emotion analysis engine for analyzing the user's voice and text to recognize emotions], and means for [providing a terminal for transmitting the analyzed emotional data to the server]. This allows users to efficiently transition to a new career by providing an optimal career plan that takes into account their current psychological state.

[0955] "User information" refers to basic identification information and information required for authentication of a user registered in the system.

[0956] A "terminal" is an electronic device that allows a user to input information and displays output from a system.

[0957] A "server" is a computer system that receives, processes, and stores information sent by users.

[0958] A "database" is a data storage system for systematically storing and managing user information, generated career plans, etc.

[0959] "Password hashing" is a process in which a password is not stored as is, but is irreversibly converted to enhance security.

[0960] A "generative AI model" is an artificial intelligence model that performs specific tasks based on user data.

[0961] A "career plan" is a set of specific steps and guidelines for career change or skill development that are created based on the user's skills, experience, and goals.

[0962] An "emotion analysis engine" is a system component that analyzes a user's voice and text data to recognize the user's emotional state.

[0963] A "prompt" is an instruction entered into a generative AI model to instruct it to perform a specific task.

[0964] The present invention is a system that supports individuals who have abandoned their careers as shogi players in transitioning to a new career in engineering. The system uses a generative AI model and a sentiment analysis engine to input and authenticate user information and generate and provide an individualized career plan. Specific embodiments are described below.

[0965] User Registration and Authentication

[0966] The user uses a terminal to enter their "username" and "password" and send them to the server. Specifically, the hardware used by the user is a regular PC or smartphone, and the software is a web browser. The server processes the received "username" and "password," hashes the password, and securely stores it in a database. The user then enters their "username" and "password" again and authenticates on the login screen. The server compares the information in the database, and if authentication is successful, grants the user access rights.

[0967] Generate a career plan

[0968] After authenticating, the user clicks the "Generate Career Plan" button on the device. The device sends a request including the user ID to the server. The server retrieves the user's background information (e.g., educational background, work history, special skills, etc.) from a database, and then sends a prompt sentence to the generative AI model based on this information. The generative AI model takes into account the user's skills, experience, and emotional data to generate an optimal career plan. An example of a specific prompt sentence is "User ID: 1234, Skills: Strategic thinking in shogi, Experience: Over 10 years."

[0969] Sentiment analysis engine implementation

[0970] While the user is using the device, the emotion analysis engine analyzes the voice and text in real time. The analysis results are sent to a server, and the received emotion data is fed back to the generative AI model. This generates a career plan that reflects the user's psychological state.

[0971] Providing generated career plans

[0972] The server stores the generated career plan in a database and sends it back to the device. The device displays the generated career plan to the user and provides a specific action plan for the user to take next. For example, a specific plan may be displayed such as, "The user should apply their strategic thinking skills from shogi to switch to the engineering field. First, they should take courses on Python and data science, and then participate in actual projects."

[0973] The present invention allows users to obtain an optimal career plan that takes into account their skills, experience, and even emotional state, enabling them to efficiently transition to a new career.

[0974] The flow of the identification process in the second embodiment will be described with reference to FIG.

[0975] Step 1: User Registration

[0976] The user enters their "user name" and "password" into the terminal. The terminal sends this information to the server. The server performs the following process based on the received information.

[0977] Input: Username, Password

[0978] Data processing: hashing the password (e.g., applying a hash function such as BCrypt)

[0979] Output: Hashed password

[0980] Specifically, the server stores the hashed password and username in a database.

[0981] Step 2: User authentication

[0982] The user enters the same "user name" and "password" as when they first registered on the login screen. The device sends these to the server, and the server processes the received data.

[0983] Input: Username, Password

[0984] Data operation: Retrieve a hashed password based on the username from the database and compare it with the entered password

[0985] Output: Authentication result

[0986] Specifically, if the server is successful in authentication, it generates an authentication token and returns it to the user terminal.

[0987] Step 3: Request a career plan

[0988] The authenticated user clicks the "Generate Career Plan" button on the terminal, which sends a request including the user ID to the server.

[0989] Input: User ID

[0990] Data calculation: Retrieve background information from database based on user ID

[0991] Output: User background information

[0992] Specifically, the server collects background information and prepares to send a request to the generative AI model in the next step.

[0993] Step 4: Request to the generative AI model

[0994] The server sends a prompt to the generative AI model based on the background information it previously obtained.

[0995] Input: User background information (e.g., educational background, work history, special skills, etc.)

[0996] Data calculation: Generate prompt sentences based on background information (e.g., "User ID: 1234, Skill: Shogi strategic thinking, Experience: 10+ years")

[0997] Output: prompt statement

[0998] The specific operation is to send prompt sentences to the generative AI model and generate a career plan.

[0999] Step 5: Collecting sentiment data

[1000] While the user is using the device, the emotion analysis engine collects and analyzes voice and text data in real time.

[1001] Input: User voice data, text data

[1002] Data Computing: Performing voice and text analysis to identify emotional states

[1003] Output: Emotion data

[1004] Specifically, the terminal transmits the analyzed emotion data to the server, and the server stores the data.

[1005] Step 6: Feedback to the generative AI model

[1006] The server feeds the emotional data back into the generative AI model to make final career plan adjustments.

[1007] Input: Emotion data

[1008] Data computation: Generative AI models take emotional data into account to revise and optimize career plans

[1009] Output: Optimized career planning

[1010] A specific operation is to regenerate an optimized career plan that reflects the emotional data.

[1011] Step 7: Providing career planning

[1012] The server stores the final carrier plan in a database and returns it to the user's terminal.

[1013] Input: Optimized Career Planning

[1014] Data processing: Save career plans in a database and convert them into a response format

[1015] Output: Career plan (e.g., "First, take Python and Data Science courses, then get involved in real-world projects")

[1016] The specific operation is that the server returns the carrier plan to the user terminal, and the terminal displays it to the user.

[1017] The above are the specific processing steps and their operation. This system allows users to obtain a career plan that takes into account their background information and emotional state, enabling them to efficiently transition to a new career.

[1018] (Application example 2)

[1019] Next, a description will be given of Application Example 2. In the following description, the data processing device 12 will be referred to as a "server" and the headset type terminal 314 will be referred to as a "terminal."

[1020] The problem that this invention aims to solve is to provide a system that supports a smooth career transition from a specific occupation, such as a shogi player, to a different occupation. In particular, the system generates an optimal career plan that takes into account the user's emotional state, and provides specific learning steps based on that plan, allowing the user to adapt to a new occupation while reducing stress.

[1021] The identification process by the identification processing unit 290 of the data processing device 12 in Application Example 2 is realized by the following means. In this invention, the server includes means for providing a terminal for inputting user information, means for providing a server for receiving the input user information, means for providing a server for storing the received user information in a database and performing user authentication, means for providing a server for generating an individual career plan for the authenticated user using a generative AI model, means for providing an emotion engine for analyzing the user's emotional state, and means for providing a terminal for displaying the generated career plan and learning steps based on emotions to the user. This makes it possible to provide an optimal career plan based on the user's background information and emotional state, allowing the user to smoothly transition to a new career field.

[1022] "User information" refers to information such as name, password, and skill set that a user enters when registering with the system.

[1023] A "terminal" is a device through which a user inputs information and interacts with a system.

[1024] "Server" refers to a computer system that receives user information, stores it in a database, and sends requests to a generative AI model to generate a career plan.

[1025] "Database" means a data storage system for storing and managing received user information.

[1026] "User authentication" is the process of verifying registered user information and granting permission to access a system.

[1027] A "generative AI model" is an artificial intelligence model that automatically generates optimal career plans based on a user's skills, background information, and emotional state.

[1028] A "career plan" is a plan that includes specific steps and learning content for a user to advance into a new career field.

[1029] An "emotion engine" is a system that analyzes a user's voice and text to recognize their current emotional state.

[1030] "Emotional state" is information that indicates the user's current psychological state and stress level.

[1031] A "learning step" is a specific learning activity or task that a user should perform based on their career plan.

[1032] This invention is a system that supports a user who has given up on a career as a shogi player to switch to the engineering field, and provides an optimal career plan by taking into account the user's emotional state. An embodiment of this invention is described below.

[1033] User Registration and Authentication

[1034] The user enters their "user information" (such as name, password, and skill set) through the terminal. The terminal sends this information to the server. The server stores the received user information in a database and hashes the password to ensure security. Next, user authentication is performed, and the registered user can log in to the system.

[1035] Generate a career plan

[1036] The authenticated user sends a request to generate a career plan to the server via their device. The server obtains the user's background information and emotional state, and inputs this information into the generative AI model. The following is an example of a prompt sentence to input to the generative AI model:

[1037] "User ID: 12345, Stress state: True, Current skills: Communication, problem solving."

[1038] The generative AI model takes into account a user's skills, background information, and emotional state to generate an optimal career plan, including specific steps and learning experiences for the user to transition into engineering.

[1039] Implementing the Emotion Engine

[1040] While a user is using the device, the emotion engine analyzes voice and text to understand the user's current emotional state. For example, if a user types, "I'm feeling stressed about today's support," the emotion engine analyzes that information and records it as emotional data. This data is fed back to the generative AI model to help generate career plans.

[1041] Providing generated career plans

[1042] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan to the user and provides specific guidelines for action. This allows the user to clearly understand the next steps and smoothly transition to a new career. For example, if the user is feeling stressed, the device will provide a plan that includes encouragement and complementary learning content tailored to their emotional state.

[1043] Hardware and software used

[1044] The implementation of this system uses the following hardware and software:

[1045] Terminal: A device (computer, smartphone, etc.) through which a user enters information

[1046] Server: A computer system that manages databases, authenticates users, and runs generative AI models.

[1047] Database: A data storage system for storing user information and generated career plans.

[1048] Generative AI model: An artificial intelligence model that generates appropriate career plans

[1049] Emotion Engine: A system for analyzing a user's emotional state

[1050] As a specific example, a support worker's "stress" is recognized through an emotion engine, and a generative AI model adjusts their career plan based on that information. Through such a system, users receive the optimal career plan based on their emotional state, enabling a smooth transition to a new career.

[1051] The flow of the specific processing in the application example 2 will be described with reference to FIG.

[1052] Step 1:

[1053] The user inputs user information through the terminal. The input information includes the username, password, skill set, etc. The terminal sends this information to the server, which then stores the received user information in a database. Here, the password is hashed for security reasons. The input data is the user information, and the output data is the user information stored in the database.

[1054] Step 2:

[1055] For user authentication, the user again logs into the system using a terminal. The terminal sends the username and password to the server, which checks them against the information in the database. If authentication is successful, the user can proceed to the next step. The input data is the authentication information, and the output data is the authentication result (success or failure).

[1056] Step 3:

[1057] The authenticated user sends a career plan generation request to the server via their device. This request includes the user ID. The server obtains the user's background information and emotional state, and sends the request to the generative AI model based on that information. The input data is the generation request and the user's background information, and the output data is a prompt sentence for the generative AI model.

[1058] Step 4:

[1059] The emotion engine analyzes the voice or text input by the user to determine the user's emotional state. For example, given input text such as "I'm feeling stressed about today's support session," the emotion engine determines that the stress level is high and sends that data to the server. The input data is voice or text, and the output data is the analyzed emotion data.

[1060] Step 5:

[1061] The server sends prompts to the generative AI model to generate an optimal career plan based on the user's skills, background information, and emotional state. The generative AI model processes and calculates this data to output the optimal career plan. The input data is the prompts to the generative AI model, and the output data is the generated career plan.

[1062] Step 6:

[1063] The generated career plan is stored on the server and sent back to the terminal. The terminal displays the career plan to the user, allowing the user to confirm the next steps to take. The input data is the generated career plan, and the output data is the career plan displayed to the user. This allows the user to proceed with their transition to the engineering field based on specific learning steps and action plans.

[1064] The specific processing unit 290 transmits the result of the specific processing to the headset type terminal 314. In the headset type terminal 314, the control unit 46A causes the speaker 240 and the display 343 to output the result of the specific processing. The microphone 238 acquires audio indicating a user input regarding the result of the specific processing. The control unit 46A transmits audio data indicating the user input acquired by the microphone 238 to the data processing device 12. In the data processing device 12, the specific processing unit 290 acquires the audio data.

[1065] The data generation model 58 is a so-called generative AI (Artificial Intelligence). An example of the data generation model 58 is ChatGPT (Internet Search<URL: https: / / openai.com / blog / chatgpt> ), Gemini (Internet search <url: https: gemini.google.com ?hl="ja">) and other generation AIs. The data generation model 58 is obtained by performing deep learning on a neural network. A prompt including an instruction is input to the data generation model 58, and inference data such as voice data indicating voice, text data indicating text, and image data indicating an image is also input. The data generation model 58 performs inference on the input inference data in accordance with the instruction indicated by the prompt, and outputs the inference result in a data format such as voice data and text data. Here, inference refers to, for example, analysis, classification, prediction, and / or summarization.

[1066] In the above embodiment, an example was given in which the specific processing is performed by the data processing device 12, but the technology of the present disclosure is not limited to this, and the specific processing may be performed by the headset type terminal 314.

[1067] [Fourth embodiment]

[1068] FIG. 7 shows an example of the configuration of a data processing system 410 according to the fourth embodiment.

[1069] 7, a data processing system 410 includes a data processing device 12 and a robot 414. An example of the data processing device 12 is a server.

[1070] The data processing device 12 includes a computer 22, a database 24, and a communication I / F 26. The computer 22 is an example of a "computer" according to the technology of the present disclosure. The computer 22 includes a processor 28, a RAM 30, and a storage 32. The processor 28, the RAM 30, and the storage 32 are connected to a bus 34. The database 24 and the communication I / F 26 are also connected to the bus 34. The communication I / F 26 is connected to a network 54. Examples of the network 54 include a WAN (Wide Area Network) and / or a LAN (Local Area Network).

[1071] The robot 414 includes a computer 36, a microphone 238, a speaker 240, a camera 42, a communication I / F 44, and a control target 443. The computer 36 includes a processor 46, a RAM 48, and a storage 50. The processor 46, the RAM 48, and the storage 50 are connected to a bus 52. The microphone 238, the speaker 240, the camera 42, and the control target 443 are also connected to the bus 52.

[1072] The microphone 238 receives instructions and the like from the user 20 by receiving voice uttered by the user 20. The microphone 238 captures the voice uttered by the user 20, converts the captured voice into audio data, and outputs it to the processor 46. The speaker 240 outputs audio in accordance with instructions from the processor 46.

[1073] Camera 42 is a small digital camera equipped with an optical system including a lens, aperture, and shutter, and an imaging element such as a CMOS (Complementary Metal-Oxide-Semiconductor) image sensor or a CCD (Charge Coupled Device) image sensor, and captures images of the surroundings of user 20 (for example, an imaging range defined by an angle of view equivalent to the field of vision of a typical healthy person).

[1074] The communication I / F 44 is connected to a network 54. The communication I / Fs 44 and 26 are responsible for the exchange of various information between the processor 46 and the processor 28 via the network 54. The exchange of various information between the processor 46 and the processor 28 using the communication I / Fs 44 and 26 is carried out in a secure state.

[1075] The control object 443 includes a display device, LEDs in the eyes, and motors for driving the arms, hands, and feet. The posture and gestures of the robot 414 are controlled by controlling the motors of the arms, hands, and feet. Some of the emotions of the robot 414 can be expressed by controlling these motors. In addition, the facial expressions of the robot 414 can also be expressed by controlling the light emission state of the LEDs in the eyes of the robot 414.

[1076] Fig. 8 shows an example of the main functions of the data processing device 12 and the robot 414. As shown in Fig. 8, in the data processing device 12, a specific process is performed by the processor 28. A specific process program 56 is stored in the storage 32.

[1077] The specific processing program 56 is an example of a "program" according to the technology of the present disclosure. The processor 28 reads the specific processing program 56 from the storage 32 and executes the read specific processing program 56 on the RAM 30. The specific processing is realized by the processor 28 operating as a specific processing unit 290 in accordance with the specific processing program 56 executed on the RAM 30.

[1078] The storage 32 stores a data generation model 58 and an emotion identification model 59. The data generation model 58 and the emotion identification model 59 are used by the identification processing unit 290.

[1079] In the robot 414, the processor 46 performs the reception output process. A reception output program 60 is stored in the storage 50. The processor 46 reads the reception output program 60 from the storage 50 and executes the read reception output program 60 on the RAM 48. The reception output process is realized by the processor 46 operating as the control unit 46A in accordance with the reception output program 60 executed on the RAM 48.

[1080] Next, a description will be given of the specific processing performed by the specific processing unit 290 of the data processing device 12. In the following description, the data processing device 12 will be referred to as a "server" and the robot 414 will be referred to as a "terminal."

[1081] The present invention is a system for supporting individuals who have given up their careers as shogi players to switch to the engineering field as a new career. Specific embodiments of the present invention will be described below.

[1082] User Registration and Authentication

[1083] This system first provides user registration and authentication functions. The user enters their "user name" and "password" through their terminal and sends them to the server. The server stores the received information in a database, and passwords are hashed to ensure security. This registration process establishes the foundation for the user to use the system.

[1084] Generate a career plan

[1085] Once authenticated, the user makes a request to generate a career plan. This request is sent to the server via the device. The server obtains the user's background information and sends the request to the generative AI model based on that information. The generative AI model takes into account the user's skills and experience to generate an optimal career plan. This career plan includes specific steps and learning content for the user to transition into the engineering field.

[1086] Providing generated career plans

[1087] The server stores the generated career plan in a database and sends it back to the terminal, which then displays the plan to the user and provides a concrete action plan, allowing the user to clearly understand the next steps to take and efficiently transition to a new career.

[1088] Specific examples

[1089] Hereinafter, embodiments of the present invention will be described with reference to specific examples.

[1090] 1. User Registration

[1091] When Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[1092] 2. Generating a career plan

[1093] After logging in, Shogi Player A clicks the "Generate Career Plan" button. The device sends a request including the user ID to the server. The server then sends the request to the generative AI model based on background information about Shogi Player A (for example, his strategic thinking ability and past experience in shogi). The generative AI model generates the optimal career plan for Shogi Player A, suggesting the following: "Take an online course in front-end development and learn the basics of algorithms at the same time. After that, participate in an open source project to gain practical experience."

[1094] 3. Providing the generated career plan

[1095] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan on Player A's screen and provides specific guidelines for action. Player A can then begin studying according to the plan and move toward a career in engineering.

[1096] The above is a concrete example of how to implement the present invention. This system makes it possible to utilize the strategic thinking skills of a shogi player and provide specific support for taking on new career challenges.

[1097] The processing flow will be explained below.

[1098] Step 1:

[1099] The user enters the "user name" and "password" in the registration form and clicks the "Register" button.

[1100] Step 2:

[1101] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[1102] Step 3:

[1103] The server receives the request and stores the username and hashed password in a database.

[1104] Step 4:

[1105] The server returns a registration success message in JSON format to the device.

[1106] Step 5:

[1107] The terminal receives the response from the server and displays a message to the user that registration was successful.

[1108] Step 6:

[1109] The user enters the "user name" and "password" in the "login form" and clicks the "login" button.

[1110] Step 7:

[1111] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[1112] Step 8:

[1113] The server receives the request and checks the hashed password against the user information in its database.

[1114] Step 9:

[1115] The server returns a successful login message in JSON format to the terminal.

[1116] Step 10:

[1117] The terminal receives the response from the server and displays a successful login message to the user.

[1118] Step 11:

[1119] User clicks the "Generate Career Plan" button.

[1120] Step 12:

[1121] The device sends a request including the user ID in JSON format to the server.

[1122] Step 13:

[1123] The server retrieves the user's background information and sends a request to the generative AI model.

[1124] Step 14:

[1125] The generative AI model takes into account the user's skills and experience to generate the optimal career plan.

[1126] Step 15:

[1127] The server stores the generated carrier plan in a database and returns it to the terminal.

[1128] Step 16:

[1129] The terminal receives the response from the server and displays the carrier plan to the user.

[1130] Example 1

[1131] Next, a description will be given of Example 1. In the following description, the data processing device 12 will be referred to as a "server" and the robot 414 will be referred to as a "terminal."

[1132] When individuals who have abandoned their careers as shogi players switch to engineering as a new profession, there is a lack of efficient and specific support methods. To solve this problem, it is necessary to generate and present an optimal career plan based on the individual's background information.

[1133] The specific processing by the specific processing unit 290 of the data processing device 12 in the first embodiment is realized by the following means.

[1134] In this invention, the server includes means for [providing a terminal for inputting user information], means for [providing a server for receiving the input user information], means for [providing a server for hashing the received user information, storing it in a database, and performing user authentication], means for [providing a server for generating an individual career plan for the authenticated user using a generative AI model], and means for [providing a terminal for displaying the generated career plan to the user]. This enables users to have an optimal career plan based on their individual background and to efficiently switch to a new career field.

[1135] A "terminal for inputting user information" is a device that is used by a user to input his or her own information and transmit it to the system.

[1136] The "server that receives input user information" is a computer system that receives and processes information sent from a user terminal.

[1137] A "server that hashes received user information, stores it in a database, and performs user authentication" is a computer system that has the function of hashing received user passwords and safely storing them in a database, and performs authentication at the time of login.

[1138] A "server that generates individual career plans for authenticated users using a generative AI model" is a computer system that has the function of generating specific career plans for the engineering field using a generative AI model based on authenticated user information.

[1139] The "terminal that displays the generated carrier plan to the user" is a device that displays the carrier plan sent from the server so that the user can check it.

[1140] A "generative AI model" is a model that uses artificial intelligence technology to create optimal career plans based on the user's background information.

[1141] The present invention is a system that supports users who have abandoned their careers as shogi players and are transitioning to the engineering field. This system comprehensively supports the registration and authentication of user information, and the creation and provision of career plans. Specific embodiments for implementing this invention are described in detail below.

[1142] User Registration and Authentication

[1143] First, the user accesses the system from a terminal. The terminal can be a PC, smartphone, tablet, or other device. The user enters their username and password on a screen. The terminal then sends the entered data to the server.

[1144] The server takes the received username and password, hashes the password using the bcrypt library, and then stores the username along with the hashed password in a database (e.g., MySQL or PostgreSQL). Once saved, the user is shown a message confirming registration.

[1145] Next, when the user tries to log in to the system, they enter the re-registered username and password. This information is again sent from the terminal to the server, and the server queries the database to compare the entered password with the stored hashed password. If authentication is successful, the server generates a JWT token and returns it to the user. Using this token, the user can access various functions within the system.

[1146] Generate a career plan

[1147] After logging in, the user clicks the "Generate Career Plan" button. This sends request data including the user ID from the terminal to the server. The server receives this and retrieves background information (e.g., strategic thinking ability and past experience in shogi) from the user database.

[1148] The server sends a request to the generative AI model based on the acquired user background information. An example of a prompt might be, "Consider this user's background information and propose the optimal career transition plan to the engineering field." The generative AI model (e.g., a generative AI technology such as GPT-3) then generates the optimal career plan for the user based on this information. This plan includes specific learning content and steps.

[1149] Providing generated career plans

[1150] The career plan generated by the generative AI model is returned to the server, which stores the plan in a database and sends it to the user's device. The device then displays the received career plan to the user. The plan includes specific guidelines and links to learning resources that can help the user transition into engineering.

[1151] Specific examples

[1152] For example, when Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[1153] When logged in, Player A clicks the "Generate Career Plan" button, and the device sends a request including the user ID to the server. The server then sends the request to the generative AI model based on Player A's background information. The generative AI model then proposes the following career plan: "Take an online course in front-end development and learn the basics of algorithms at the same time. After that, participate in an open source project and gain practical experience."

[1154] The above is a specific embodiment for carrying out the present invention. This system allows users to have an optimal career plan according to their individual background and to efficiently transition to a new career field.

[1155] The flow of the identification process in the first embodiment will be described with reference to FIG.

[1156] Step 1: User Registration

[1157] The user enters a username and password through the terminal and clicks the "Register" button. The terminal sends this information in JSON format to the server. The server processes the received user information and hashes the password using the bcrypt library. The server then saves the username along with the hashed password in the database. The server returns a response to the terminal indicating successful saving, and the terminal displays a registration completion message to the user.

[1158] input:

[1159] Username

[1160] password

[1161] output:

[1162] Registration completion message

[1163] Step 2: User authentication

[1164] The user enters their username and password on the login screen and clicks the "Login" button. The device sends the login data to the server. The server queries the database to verify that it matches the stored hashed password. If authentication is successful, the server generates a JWT token and returns it to the user. The user device uses this token to access various functions within the system.

[1165] input:

[1166] Username

[1167] password

[1168] output:

[1169] JWT Token

[1170] Step 3: Request to generate a career plan

[1171] The authenticated user clicks the "Generate Career Plan" button. The device sends request data including the user ID to the server. The server receives the request data and retrieves the user's background information from the user database. The server then sends a request to the generative AI model based on the retrieved background information.

[1172] input:

[1173] User ID

[1174] output:

[1175] User Background Information

[1176] Step 4: Create a career plan

[1177] The server sends a request containing the user's background information to the generative AI model. The generative AI model generates an optimal career plan for the user based on the prompt, "Consider this user's background information and propose the most appropriate career transition plan to the engineering field." The generative AI model returns the generated plan to the server.

[1178] input:

[1179] User Background Information

[1180] Prompt statement

[1181] output:

[1182] Optimal career planning

[1183] Step 5: Delivering the generated career plan

[1184] The server stores the generated career plan in a database. The server then transmits the stored plan to the user's device. The device displays the received career plan to the user. The plan includes specific learning content and guidelines for the user to follow as they transition to a new career.

[1185] input:

[1186] Optimal career planning

[1187] output:

[1188] View Career Plan

[1189] (Application example 1)

[1190] Next, a description will be given of Application Example 1. In the following description, the data processing device 12 will be referred to as a "server" and the robot 414 will be referred to as a "terminal."

[1191] The present invention aims to provide a system that not only provides a specific career plan for shogi players when they switch to the engineering field, but also effectively provides the learning content necessary for the career switch, thereby helping shogi players quickly and efficiently acquire skills in a new career field.

[1192] The specific processing by the specific processing unit 290 of the data processing device 12 in the application example 1 is realized by the following means.

[1193] In this invention, the server includes means for [providing an information terminal for inputting user information], means for [providing an information processing device for receiving the input user information], means for [providing an information processing device for storing the received user information in a data storage device and performing user authentication], means for [providing an information processing device for generating an individual career plan for the authenticated user using a generative AI model], means for [providing an information terminal for displaying the generated career plan to the user], and means for [providing an application for delivering learning content to support career transitions]. This makes it possible to centrally provide specific career plans and learning content necessary for shogi players to transition to the engineering field.

[1194] An "information terminal" is an electronic device that allows a user to input personal and other data and interface with a system.

[1195] An "information processing device" is a computer system that analyzes received data and performs the necessary processing and storage.

[1196] "Data storage device" means a storage device or database system for storing and managing received data.

[1197] "User authentication" is the process of verifying that a user attempting to access a system has legitimate authority.

[1198] A "generative AI model" is an artificial intelligence model that generates recommendations such as new career plans based on a user's background information and input data.

[1199] A "career plan" is a plan that includes specific steps and learning content for a user to transition into a new career field.

[1200] "Career transition learning content" refers to educational materials and online courses provided to users to help them acquire the skills necessary for a new field.

[1201] This invention describes a system that provides specific career plans and learning content for shogi players to switch to the engineering field. This system is mainly composed of the following programs and their processing methods.

[1202] Overall structure

[1203] This system includes an information terminal, an information processing device, and a data storage device, and performs the collection of user information, user authentication, creation of a career plan, and distribution of learning content. Specific elements are described below.

[1204] User Registration and Authentication

[1205] Users access the system using an information terminal (e.g., a smartphone). When the user enters their personal information, it is sent to an information processing device and stored in a data storage device. Passwords are hashed to maintain security. User authentication is performed based on the registered information.

[1206] Generate a career plan

[1207] Once authenticated, a user can request the generation of a career plan. The information processing device acquires the user's background information and sends the request to the generative AI model. The generative AI model takes into account the user's skills and experience to generate an optimal career plan, which includes specific learning steps and practical content in the engineering field.

[1208] Providing generated career plans

[1209] The information processing device stores the generated career plan in a data storage device and reflects it on the information terminal, where the user can view the career plan and execute specific action plans.

[1210] Delivery of learning content

[1211] Furthermore, the system provides learning content to support career transition, allowing users to efficiently acquire the necessary skills. The information processing device selects these educational materials and online courses based on the generative AI model and delivers them to the information terminal.

[1212] Hardware and software used

[1213] This system uses the following software:

[1214] Flask: Used as a lightweight web application framework.

[1215] SQLite: Used as a database management system to store and manage user information.

[1216] hashlib: Used for password hashing.

[1217] Specific examples

[1218] 1. A user registers using a smartphone and enters "Username: ExampleUser" and "Password: SecurePass123." The server receives this, hashes the password using SHA-256, and stores it in the database.

[1219] 2. After completing the registration, the user logs in with the same information and requests the generation of a career plan. The server sends the following prompt sentence to the generative AI model based on the user's background information:

[1220] "Generate the optimal career path to engineering for user ExampleUser based on his shogi background."

[1221] 3. The generative AI model generates a career plan including optimal learning courses and practical content based on the user's skill profile, and displays it on the user's smartphone via the server.

[1222] In this way, it is possible to create a system that centrally provides specific career plans and learning content to help shogi players effectively transition to the engineering field.

[1223] The flow of the specific processing in the application example 1 will be described with reference to FIG.

[1224] Step 1:

[1225] A user uses an information terminal to input personal information. The user inputs a username and password, which are then sent from the terminal to the server. This is the first step in a user's new registration or login. The input data is the username and password, and the server receives it.

[1226] Step 2:

[1227] The server stores the received user information in a data store and hashes the password. The server securely hashes the password using, for example, the SHA-256 algorithm, and stores the hashed password and username in a data store. The input data is the plaintext password and username, and the output is stored in a database along with the hashed password.

[1228] Step 3:

[1229] When a user tries to log in using an information terminal, they re-enter the username and password they entered earlier. The terminal sends this information to the server. The input data is the username and password entered again, and the server receives it.

[1230] Step 4:

[1231] The server hashes the received password again and compares it with the hashed password in the database. The server checks the username and hashed password against the database and if they match, the user is authenticated successfully. The input data is the hashed password again, and the output is the authentication result (success or failure).

[1232] Step 5:

[1233] An authenticated user uses an information terminal to request the generation of a career plan. The terminal sends a request including the user ID to the server. The input data is the user ID, and the server receives it.

[1234] Step 6:

[1235] The server sends a prompt to the generative AI model based on the user's background information. The server obtains background information based on the user ID and generates a prompt such as, "Based on user ExampleUser's shogi background, please generate an optimal career plan for the engineering field." This is sent to the generative AI model. The input data is the user ID and background information, and the prompt is generated as the output.

[1236] Step 7:

[1237] The generative AI model generates an optimal career plan based on the prompt. The generative AI model analyzes the input prompt and generates a specific career plan based on the user's skills and experience. The input data is the prompt, and the output is a career plan.

[1238] Step 8:

[1239] The server stores the generated career plan in a data storage device and returns it to the information terminal. The server stores the generated career plan in a database and sends it to the user's information terminal. The input data is the generated career plan, and the output is displayed on the information terminal.

[1240] Step 9:

[1241] The information terminal displays the generated career plan to the user and provides a specific action plan, which the user can view and take steps toward a new career. The input data is the career plan, and the displayed action plan is obtained as the output.

[1242] Step 10:

[1243] The server selects learning content to support career transitions and delivers it to the information terminal. Based on the generative AI model, the server selects the optimal learning course and sends it to the user's information terminal. The input data is the user's background information and the generated career plan, and the selected learning content is delivered as output to the information terminal.

[1244] Furthermore, an emotion engine that estimates the user's emotion may be further combined. That is, the identification processing unit 290 may estimate the user's emotion using the emotion identification model 59, and perform identification processing using the user's emotion.

[1245] The present invention is a system for supporting individuals who have abandoned their careers as shogi players to switch to the engineering field as a new career, and by combining it with a function to recognize the user's emotions, it provides a more optimized career plan. Specific embodiments of the present invention will be described below.

[1246] User Registration and Authentication

[1247] This system first provides user registration and authentication functions. The user enters their "user name" and "password" through their terminal and sends them to the server. The server stores the received information in a database, and passwords are hashed to ensure security. Through the registration process, users establish a foundation for using the system.

[1248] Generate a career plan

[1249] Once authenticated, the user makes a request to generate a career plan. This request is sent to the server via the device. The server obtains the user's background information and sends the request to the generative AI model based on that information. The generative AI model takes into account the user's skills and experience, as well as the analysis results of the emotion engine, to generate an optimal career plan. This career plan includes specific steps and learning content for the user to transition to the engineering field.

[1250] Implementing the Emotion Engine

[1251] The emotion engine has the ability to recognize the user's emotions and send that information to the server. While the user is using the device, the emotion engine analyzes the user's voice and text to understand the user's current psychological state. The analyzed emotion data is input into a generative AI model, and career plans are adjusted based on this.

[1252] Providing generated career plans

[1253] The server stores the generated career plan in a database and sends it back to the terminal, which then displays the plan to the user and provides a concrete action plan, allowing the user to clearly understand the next steps to take and efficiently transition to a new career.

[1254] Specific examples

[1255] Hereinafter, embodiments of the present invention will be described with reference to specific examples.

[1256] 1. User Registration

[1257] When Shogi player A registers for the system, he enters "Username: ShogiMaster" and "Password: StrongMove123" into his terminal. The server receives this information, hashes the password, and stores it in the database. After successful registration, Shogi player A proceeds to the login screen and logs in by entering the same "Username" and "Password." The server verifies the user information and approves the login.

[1258] 2. Generating a career plan

[1259] After logging in, Shogi Player A clicks the "Generate Career Plan" button. The device sends a request including the user ID to the server. The server sends the request to the generative AI model based on background information about Shogi Player A (for example, his strategic shogi thinking ability and past experience). The generative AI model also uses the emotional data collected by the emotion engine to generate an optimal career plan. For example, if Shogi Player A is anxious about his progress in learning, it generates a plan that includes corresponding encouragement and complementary learning content.

[1260] 3. Providing the generated career plan

[1261] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan on Player A's screen and provides specific guidelines for action. Player A can then begin studying according to the plan and move toward a career in engineering.

[1262] The above is a specific embodiment of the present invention. This system can provide specific support for taking on a new career challenge, taking into account not only the player's strategic thinking ability but also their emotional state.

[1263] The processing flow will be explained below.

[1264] Step 1:

[1265] The user enters the "user name" and "password" in the registration form and clicks the "Register" button.

[1266] Step 2:

[1267] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[1268] Step 3:

[1269] The server receives the request and stores the username and hashed password in a database.

[1270] Step 4:

[1271] The server returns a registration success message in JSON format to the device.

[1272] Step 5:

[1273] The terminal receives the response from the server and displays a message to the user that registration was successful.

[1274] Step 6:

[1275] The user enters the "user name" and "password" in the "login form" and clicks the "login" button.

[1276] Step 7:

[1277] The terminal converts the entered user information into JSON format and sends it to the server as an HTTP POST request.

[1278] Step 8:

[1279] The server receives the request and checks the hashed password against the user information in its database.

[1280] Step 9:

[1281] The server returns a successful login message in JSON format to the terminal.

[1282] Step 10:

[1283] The terminal receives the response from the server and displays a successful login message to the user.

[1284] Step 11:

[1285] User clicks the "Generate Career Plan" button.

[1286] Step 12:

[1287] The device sends a request containing the user ID and the user's emotional state in JSON format to the server.

[1288] Step 13:

[1289] The server obtains the user's background information, analyzes the user's emotional state using an emotion engine, and inputs that information into the generative AI model.

[1290] Step 14:

[1291] The generative AI model takes into account the user's skills, experience, and current emotional state to generate the optimal career plan.

[1292] Step 15:

[1293] The server stores the generated carrier plan in a database and returns it to the terminal.

[1294] Step 16:

[1295] The terminal receives the response from the server and displays the carrier plan to the user.

[1296] Step 17:

[1297] The user follows a displayed career plan to begin learning and progress towards a career in engineering.

[1298] The above is the specific process flow. By using the emotion engine, it is possible to provide a career plan that takes into account the user's emotional state, enabling more personalized support.

[1299] Example 2

[1300] Next, a description will be given of Example 2. In the following description, the data processing device 12 will be referred to as a "server" and the robot 414 will be referred to as a "terminal."

[1301] The purpose of this invention is to provide efficient and personalized support for individuals who have abandoned their careers as shogi players to transition to the engineering field, and to provide a system that reduces the user's psychological barriers and anxiety by combining it with a function that recognizes the user's emotions, and supports the execution of new career plans.

[1302] The specific processing by the specific processing unit 290 of the data processing device 12 in the second embodiment is realized by the following means.

[1303] In this invention, the server includes means for [providing a terminal for inputting user information], means for [providing a server for receiving the input user information], and means for [providing a server for storing the received user information in a database and hashing the password to perform user authentication]. This allows users to safely and reliably register and use the system. It also includes means for [providing a server for generating an individual career plan for an authenticated user using a generative AI model based on the user's background information and emotional data], means for [providing a terminal for displaying the generated career plan to the user], means for [providing an emotion analysis engine for analyzing the user's voice and text to recognize emotions], and means for [providing a terminal for transmitting the analyzed emotional data to the server]. This allows users to efficiently transition to a new career by providing an optimal career plan that takes into account their current psychological state.

[1304] "User information" refers to basic identification information and information required for authentication of a user registered in the system.

[1305] A "terminal" is an electronic device that allows a user to input information and displays output from a system.

[1306] A "server" is a computer system that receives, processes, and stores information sent by users.

[1307] A "database" is a data storage system for systematically storing and managing user information, generated career plans, etc.

[1308] "Password hashing" is a process in which a password is not stored as is, but is irreversibly converted to enhance security.

[1309] A "generative AI model" is an artificial intelligence model that performs specific tasks based on user data.

[1310] A "career plan" is a set of specific steps and guidelines for career change or skill development that are created based on the user's skills, experience, and goals.

[1311] An "emotion analysis engine" is a system component that analyzes a user's voice and text data to recognize the user's emotional state.

[1312] A "prompt" is an instruction entered into a generative AI model to instruct it to perform a specific task.

[1313] The present invention is a system that supports individuals who have abandoned their careers as shogi players in transitioning to a new career in engineering. The system uses a generative AI model and a sentiment analysis engine to input and authenticate user information and generate and provide an individualized career plan. Specific embodiments are described below.

[1314] User Registration and Authentication

[1315] The user uses a terminal to enter their "username" and "password" and send them to the server. Specifically, the hardware used by the user is a regular PC or smartphone, and the software is a web browser. The server processes the received "username" and "password," hashes the password, and securely stores it in a database. The user then enters their "username" and "password" again and authenticates on the login screen. The server compares the information in the database, and if authentication is successful, grants the user access rights.

[1316] Generate a career plan

[1317] After authenticating, the user clicks the "Generate Career Plan" button on the device. The device sends a request including the user ID to the server. The server retrieves the user's background information (e.g., educational background, work history, special skills, etc.) from a database, and then sends a prompt sentence to the generative AI model based on this information. The generative AI model takes into account the user's skills, experience, and emotional data to generate an optimal career plan. An example of a specific prompt sentence is "User ID: 1234, Skills: Strategic thinking in shogi, Experience: Over 10 years."

[1318] Sentiment analysis engine implementation

[1319] While the user is using the device, the emotion analysis engine analyzes the voice and text in real time. The analysis results are sent to a server, and the received emotion data is fed back to the generative AI model. This generates a career plan that reflects the user's psychological state.

[1320] Providing generated career plans

[1321] The server stores the generated career plan in a database and sends it back to the device. The device displays the generated career plan to the user and provides a specific action plan for the user to take next. For example, a specific plan may be displayed such as, "The user should apply their strategic thinking skills from shogi to switch to the engineering field. First, they should take courses on Python and data science, and then participate in actual projects."

[1322] The present invention allows users to obtain an optimal career plan that takes into account their skills, experience, and even emotional state, enabling them to efficiently transition to a new career.

[1323] The flow of the identification process in the second embodiment will be described with reference to FIG.

[1324] Step 1: User Registration

[1325] The user enters their "user name" and "password" into the terminal. The terminal sends this information to the server. The server performs the following process based on the received information.

[1326] Input: Username, Password

[1327] Data processing: hashing the password (e.g., applying a hash function such as BCrypt)

[1328] Output: Hashed password

[1329] Specifically, the server stores the hashed password and username in a database.

[1330] Step 2: User authentication

[1331] The user enters the same "user name" and "password" as when they first registered on the login screen. The device sends these to the server, and the server processes the received data.

[1332] Input: Username, Password

[1333] Data operation: Retrieve a hashed password based on the username from the database and compare it with the entered password

[1334] Output: Authentication result

[1335] Specifically, if the server is successful in authentication, it generates an authentication token and returns it to the user terminal.

[1336] Step 3: Request a career plan

[1337] The authenticated user clicks the "Generate Career Plan" button on the terminal, which sends a request including the user ID to the server.

[1338] Input: User ID

[1339] Data calculation: Retrieve background information from database based on user ID

[1340] Output: User background information

[1341] Specifically, the server collects background information and prepares to send a request to the generative AI model in the next step.

[1342] Step 4: Request to the generative AI model

[1343] The server sends a prompt to the generative AI model based on the background information it previously obtained.

[1344] Input: User background information (e.g., educational background, work history, special skills, etc.)

[1345] Data calculation: Generate prompt sentences based on background information (e.g., "User ID: 1234, Skill: Shogi strategic thinking, Experience: 10+ years")

[1346] Output: prompt statement

[1347] The specific operation is to send prompt sentences to the generative AI model and generate a career plan.

[1348] Step 5: Collecting sentiment data

[1349] While the user is using the device, the emotion analysis engine collects and analyzes voice and text data in real time.

[1350] Input: User voice data, text data

[1351] Data Computing: Performing voice and text analysis to identify emotional states

[1352] Output: Emotion data

[1353] Specifically, the terminal transmits the analyzed emotion data to the server, and the server stores the data.

[1354] Step 6: Feedback to the generative AI model

[1355] The server feeds the emotional data back into the generative AI model to make final career plan adjustments.

[1356] Input: Emotion data

[1357] Data computation: Generative AI models take emotional data into account to revise and optimize career plans

[1358] Output: Optimized career planning

[1359] A specific operation is to regenerate an optimized career plan that reflects the emotional data.

[1360] Step 7: Providing career planning

[1361] The server stores the final carrier plan in a database and returns it to the user's terminal.

[1362] Input: Optimized Career Planning

[1363] Data processing: Save career plans in a database and convert them into a response format

[1364] Output: Career plan (e.g., "First, take Python and Data Science courses, then get involved in real-world projects")

[1365] The specific operation is that the server returns the carrier plan to the user terminal, and the terminal displays it to the user.

[1366] The above are the specific processing steps and their operation. This system allows users to obtain a career plan that takes into account their background information and emotional state, enabling them to efficiently transition to a new career.

[1367] (Application example 2)

[1368] Next, a description will be given of Application Example 2. In the following description, the data processing device 12 will be referred to as a "server" and the robot 414 will be referred to as a "terminal."

[1369] The problem that this invention aims to solve is to provide a system that supports a smooth career transition from a specific occupation, such as a shogi player, to a different occupation. In particular, the system generates an optimal career plan that takes into account the user's emotional state, and provides specific learning steps based on that plan, allowing the user to adapt to a new occupation while reducing stress.

[1370] The identification process by the identification processing unit 290 of the data processing device 12 in Application Example 2 is realized by the following means. In this invention, the server includes means for providing a terminal for inputting user information, means for providing a server for receiving the input user information, means for providing a server for storing the received user information in a database and performing user authentication, means for providing a server for generating an individual career plan for the authenticated user using a generative AI model, means for providing an emotion engine for analyzing the user's emotional state, and means for providing a terminal for displaying the generated career plan and learning steps based on emotions to the user. This makes it possible to provide an optimal career plan based on the user's background information and emotional state, allowing the user to smoothly transition to a new career field.

[1371] "User information" refers to information such as name, password, and skill set that a user enters when registering with the system.

[1372] A "terminal" is a device through which a user inputs information and interacts with a system.

[1373] "Server" refers to a computer system that receives user information, stores it in a database, and sends requests to a generative AI model to generate a career plan.

[1374] "Database" means a data storage system for storing and managing received user information.

[1375] "User authentication" is the process of verifying registered user information and granting permission to access a system.

[1376] A "generative AI model" is an artificial intelligence model that automatically generates optimal career plans based on a user's skills, background information, and emotional state.

[1377] A "career plan" is a plan that includes specific steps and learning content for a user to advance into a new career field.

[1378] An "emotion engine" is a system that analyzes a user's voice and text to recognize their current emotional state.

[1379] "Emotional state" is information that indicates the user's current psychological state and stress level.

[1380] A "learning step" is a specific learning activity or task that a user should perform based on their career plan.

[1381] This invention is a system that supports a user who has given up on a career as a shogi player to switch to the engineering field, and provides an optimal career plan by taking into account the user's emotional state. An embodiment of this invention is described below.

[1382] User Registration and Authentication

[1383] The user enters their "user information" (such as name, password, and skill set) through the terminal. The terminal sends this information to the server. The server stores the received user information in a database and hashes the password to ensure security. Next, user authentication is performed, and the registered user can log in to the system.

[1384] Generate a career plan

[1385] The authenticated user sends a request to generate a career plan to the server via their device. The server obtains the user's background information and emotional state, and inputs this information into the generative AI model. The following is an example of a prompt sentence to input to the generative AI model:

[1386] "User ID: 12345, Stress state: True, Current skills: Communication, problem solving."

[1387] The generative AI model takes into account a user's skills, background information, and emotional state to generate an optimal career plan, including specific steps and learning experiences for the user to transition into engineering.

[1388] Implementing the Emotion Engine

[1389] While a user is using the device, the emotion engine analyzes voice and text to understand the user's current emotional state. For example, if a user types, "I'm feeling stressed about today's support," the emotion engine analyzes that information and records it as emotional data. This data is fed back to the generative AI model to help generate career plans.

[1390] Providing generated career plans

[1391] The server stores the generated career plan in a database and sends it back to the device. The device displays the plan to the user and provides specific guidelines for action. This allows the user to clearly understand the next steps and smoothly transition to a new career. For example, if the user is feeling stressed, the device will provide a plan that includes encouragement and complementary learning content tailored to their emotional state.

[1392] Hardware and software used

[1393] The implementation of this system uses the following hardware and software:

[1394] Terminal: A device (computer, smartphone, etc.) through which a user enters information

[1395] Server: A computer system that manages databases, authenticates users, and runs generative AI models.

[1396] Database: A data storage system for storing user information and generated career plans.

[1397] Generative AI model: An artificial intelligence model that generates appropriate career plans

[1398] Emotion Engine: A system for analyzing a user's emotional state

[1399] As a specific example, a support worker's "stress" is recognized through an emotion engine, and a generative AI model adjusts their career plan based on that information. Through such a system, users receive the optimal career plan based on their emotional state, enabling a smooth transition to a new career.

[1400] The flow of the specific processing in the application example 2 will be described with reference to FIG.

[1401] Step 1:

[1402] The user inputs user information through the terminal. The input information includes the username, password, skill set, etc. The terminal sends this information to the server, which then stores the received user information in a database. Here, the password is hashed for security reasons. The input data is the user information, and the output data is the user information stored in the database.

[1403] Step 2:

[1404] For user authentication, the user again logs into the system using a terminal. The terminal sends the username and password to the server, which checks them against the information in the database. If authentication is successful, the user can proceed to the next step. The input data is the authentication information, and the output data is the authentication result (success or failure).

[1405] Step 3:

[1406] The authenticated user sends a career plan generation request to the server via their device. This request includes the user ID. The server obtains the user's background information and emotional state, and sends the request to the generative AI model based on that information. The input data is the generation request and the user's background information, and the output data is a prompt sentence for the generative AI model.

[1407] Step 4:

[1408] The emotion engine analyzes the voice or text input by the user to determine the user's emotional state. For example, given input text such as "I'm feeling stressed about today's support session," the emotion engine determines that the stress level is high and sends that data to the server. The input data is voice or text, and the output data is the analyzed emotion data.

[1409] Step 5:

[1410] The server sends prompts to the generative AI model to generate an optimal career plan based on the user's skills, background information, and emotional state. The generative AI model processes and calculates this data to output the optimal career plan. The input data is the prompts to the generative AI model, and the output data is the generated career plan.

[1411] Step 6:

[1412] The generated career plan is stored on the server and sent back to the terminal. The terminal displays the career plan to the user, allowing the user to confirm the next steps to take. The input data is the generated career plan, and the output data is the career plan displayed to the user. This allows the user to proceed with their transition to the engineering field based on specific learning steps and action plans.

[1413] The specific processing unit 290 transmits the result of the specific processing to the robot 414. In the robot 414, the control unit 46A causes the speaker 240 and the control target 443 to output the result of the specific processing. The microphone 238 acquires voice indicating a user input regarding the result of the specific processing. The control unit 46A transmits voice data indicating the user input acquired by the microphone 238 to the data processing device 12. In the data processing device 12, the specific processing unit 290 acquires the voice data.

[1414] The data generation model 58 is a so-called generative AI (Artificial Intelligence). An example of the data generation model 58 is ChatGPT (Internet Search<URL: https: / / openai.com / blog / chatgpt> ), Gemini (Internet search <url: https: gemini.google.com ?hl="ja">) and other generation AIs. The data generation model 58 is obtained by performing deep learning on a neural network. A prompt including an instruction is input to the data generation model 58, and inference data such as voice data indicating voice, text data indicating text, and image data indicating an image is also input. The data generation model 58 performs inference on the input inference data in accordance with the instruction indicated by the prompt, and outputs the inference result in a data format such as voice data and text data. Here, inference refers to, for example, analysis, classification, prediction, and / or summarization.

[1415] In the above embodiment, an example was given in which the specific processing is performed by the data processing device 12, but the technology of the present disclosure is not limited to this, and the specific processing may be performed by the robot 414.

[1416] The emotion identification model 59 as an emotion engine may determine the user's emotion according to a specific mapping. Specifically, the emotion identification model 59 may determine the user's emotion according to an emotion map (see FIG. 9), which is a specific mapping. Similarly, the emotion identification model 59 may determine the robot's emotion, and the identification processing unit 290 may perform identification processing using the robot's emotion.

[1417] FIG. 9 is a diagram illustrating an emotion map 400 on which multiple emotions are mapped. In the emotion map 400, emotions are arranged in concentric circles radiating from the center. Emotions closer to the center of the concentric circles are more primitive. Emotions representing states and actions arising from a state of mind are arranged on the outer edges of the concentric circles. The concept of emotion includes both affect and mental states. Emotions generally generated from reactions occurring in the brain are arranged on the left side of the concentric circles. Emotions generally induced by situational judgment are arranged on the right side of the concentric circles. Emotions generally generated from reactions occurring in the brain and induced by situational judgment are arranged on the upper and lower sides of the concentric circles. Furthermore, the emotion of "pleasure" is arranged on the upper side of the concentric circles, and the emotion of "discomfort" is arranged on the lower side. In this way, in the emotion map 400, multiple emotions are mapped based on the structure by which emotions are generated, and emotions that tend to occur simultaneously are mapped close to each other.

[1418] These emotions are distributed in the 3 o'clock direction on emotion map 400, and typically fluctuate between relief and anxiety. In the right half of emotion map 400, situational awareness dominates over internal sensations, resulting in a sense of calm.

[1419] The inside of emotion map 400 represents what is going on in the mind, and the outside of emotion map 400 represents behavior, so the further you go outside emotion map 400, the more visible the emotions become (the more they are expressed in behavior).

[1420] Human emotions are based on various balances, such as posture and blood sugar levels. When these balances deviate from the ideal, a state of discomfort is indicated, and when they approach the ideal, a state of pleasure is indicated. Emotions can also be created for robots, automobiles, and motorcycles, based on various balances, such as posture and remaining battery life. When these balances deviate from the ideal, a state of discomfort is indicated, and when they approach the ideal, a state of pleasure is indicated. An emotion map can be generated, for example, based on Dr. Mitsuyoshi's emotion map (Research on Voice Emotion Recognition and Emotional Brain Physiological Signal Analysis Systems, Tokushima University, Doctoral Dissertation: https: / / ci.nii.ac.jp / naid / 500000375379). The left half of the emotion map lists emotions belonging to the "reaction" domain, where sensation is dominant. The right half of the emotion map lists emotions belonging to the "situation" domain, where situational awareness is dominant.

[1421] The emotion map defines two emotions that promote learning. One is a negative emotion on the situation side, around the middle of "repentance" or "reflection." In other words, this occurs when the robot experiences negative emotions such as "I never want to feel this way again" or "I don't want to be scolded again." The other is a positive emotion on the response side, around "desire." In other words, this occurs when the robot experiences positive feelings such as "I want more" or "I want to know more."

[1422] The emotion identification model 59 inputs user input into a pre-trained neural network, obtains emotion values ​​indicating each emotion shown in the emotion map 400, and determines the user's emotion. This neural network is pre-trained based on multiple pieces of training data that are combinations of user input and emotion values ​​indicating each emotion shown in the emotion map 400. Furthermore, this neural network is trained so that emotions that are located close to each other have similar values, as in the emotion map 900 shown in FIG. 10. FIG. 10 shows an example in which multiple emotions, "relieved," "calm," and "reassuring," have similar emotion values.

[1423] The system according to the present disclosure has been described above mainly with respect to the functions of the data processing device 12, but the system according to the present disclosure is not necessarily implemented on a server. The system according to the present disclosure may be implemented as a general information processing system. The present disclosure may be implemented, for example, as a software program running on a personal computer or an application running on a smartphone, etc. The method according to the present disclosure may be provided to users in the form of SaaS (Software as a Service).

[1424] In the above embodiment, an example was given in which the specific processing is performed by one computer 22, but the technology of the present disclosure is not limited to this, and the specific processing may be distributed and performed by a plurality of computers including the computer 22. For example, the data generation model 58 may be provided in an external device of the data processing device 12, and data may be generated in the external device in accordance with input data.

[1425] In the above embodiment, an example in which the specific processing program 56 is stored in the storage 32 has been described, but the technology of the present disclosure is not limited to this. For example, the specific processing program 56 may be stored in a portable, computer-readable, non-transitory storage medium such as a USB (Universal Serial Bus) memory. The specific processing program 56 stored in the non-transitory storage medium is installed in the computer 22 of the data processing device 12. The processor 28 executes the specific processing in accordance with the specific processing program 56.

[1426] Alternatively, the specific processing program 56 may be stored in a storage device such as a server connected to the data processing device 12 via the network 54, and the specific processing program 56 may be downloaded and installed on the computer 22 in response to a request from the data processing device 12.

[1427] It is not necessary to store all of the specific processing program 56 in a storage device such as a server connected to the data processing device 12 via the network 54, or to store all of the specific processing program 56 in the storage 32; only a portion of the specific processing program 56 may be stored.

[1428] The hardware resource for executing a specific process can be any of the following processors: An example of a processor is a CPU, which is a general-purpose processor that functions as a hardware resource for executing a specific process by executing software, i.e., a program. Another example of a processor is a dedicated electrical circuit, such as an FPGA (Field-Programmable Gate Array), a PLD (Programmable Logic Device), or an ASIC (Application Specific Integrated Circuit), which is a processor with a circuit configuration designed specifically for executing a specific process. Each processor has built-in or connected memory, and each processor uses the memory to execute the specific process.

[1429] The hardware resource that executes the specific processing may be configured with one of these various processors, or may be configured with a combination of two or more processors of the same or different types (for example, a combination of multiple FPGAs, or a combination of a CPU and an FPGA). Also, the hardware resource that executes the specific processing may be a single processor.

[1430] As an example of a system configured with a single processor, first, one processor is configured by combining one or more CPUs and software, and this processor functions as a hardware resource that executes a specific process. Second, there is a system that uses a processor that realizes the functions of an entire system including multiple hardware resources that execute a specific process on a single IC chip, as typified by SoC (System-on-a-chip). In this way, a specific process is realized using one or more of the above-mentioned various processors as hardware resources.

[1431] Furthermore, the hardware structure of these various processors can be, more specifically, an electric circuit that combines circuit elements such as semiconductor devices. The specific processing described above is merely an example. Therefore, it goes without saying that unnecessary steps may be deleted, new steps may be added, or the processing order may be rearranged, without departing from the spirit of the invention.

[1432] The above-described description and illustrations are a detailed explanation of the parts related to the technology of the present disclosure and are merely an example of the technology of the present disclosure. For example, the above description of the configuration, functions, actions, and effects is an explanation of an example of the configuration, functions, actions, and effects of the parts related to the technology of the present disclosure. Therefore, it goes without saying that unnecessary parts may be deleted, new elements may be added, or replacements may be made to the above-described description and illustrations within the scope of the gist of the technology of the present disclosure. Furthermore, to avoid confusion and facilitate understanding of the parts related to the technology of the present disclosure, the above-described description and illustrations omit explanations of common technical knowledge that do not require particular explanation to enable the implementation of the technology of the present disclosure.

[1433] All publications, patent applications, and technical standards mentioned in this specification are herein incorporated by reference to the same extent as if each individual publication, patent application, or technical standard was specifically and individually indicated to be incorporated by reference.

[1434] The following is further disclosed regarding the above embodiment.

[1435] (Claim 1)

[1436] providing a terminal for inputting user information;

[1437] providing a server for receiving input user information;

[1438] [Providing a server that stores the received user information in a database and performs user authentication];

[1439] [providing a server that generates an individualized career plan for an authenticated user using a generative AI model];

[1440] means for providing a terminal for displaying the generated carrier plan to a user;

[1441] A system including:

[1442] (Claim 2)

[1443] The system of claim 1 [utilizing a generative AI model to optimize career planning based on a user's shogi strategic thinking ability].

[1444] (Claim 3)

[1445] The system of claim 1 [provides a server that sends requests to a generative AI model based on a user's background information when generating a career plan].

[1446] "Example 1"

[1447] (Claim 1)

[1448] providing a terminal for inputting user information;

[1449] providing a server for receiving input user information;

[1450] [Providing a server that hashes the received user information, stores it in a database, and performs user authentication];

[1451] [providing a server that generates an individualized career plan for an authenticated user using a generative AI model];

[1452] means for providing a terminal for displaying the generated carrier plan to a user;

[1453] A system including:

[1454] (Claim 2)

[1455] The system of claim 1, [utilizing a generative AI model to optimize career planning based on a user's high level strategic thinking abilities].

[1456] (Claim 3)

[1457] The system of claim 1 [provides a server that sends requests to a generative AI model based on a user's background information when generating a career plan].

[1458] "Application Example 1"

[1459] (Claim 1)

[1460] means for providing an information terminal for inputting user information;

[1461] means for [providing an information processing device for receiving input user information];

[1462] [Providing an information processing device that stores the received user information in a data storage device and performs user authentication] means;

[1463] [providing an information processing device that generates an individual career plan for an authenticated user using a generative AI model];

[1464] means for providing an information terminal that displays the generated career plan to the user;

[1465] [Providing an application that delivers learning content to support career transitions];

[1466] A system including:

[1467] (Claim 2)

[1468] The system of claim 1 [utilizing a generative AI model to optimize career planning based on a user's shogi strategic thinking ability].

[1469] (Claim 3)

[1470] The system of claim 1 provides an information processing device that sends a request to a generation AI model based on a user's background information when generating a career plan.

[1471] "Example 2: Combining Emotion Engines"

[1472] (Claim 1)

[1473] providing a terminal for inputting user information;

[1474] providing a server for receiving input user information;

[1475] [Providing a server that stores received user information in a database, hashes passwords, and authenticates users];

[1476] [providing a server that generates an individualized career plan for an authenticated user using a generative AI model based on the user's background information and emotion data];

[1477] means for providing a terminal for displaying the generated carrier plan to a user;

[1478] [Providing an emotion analysis engine that analyzes a user's voice and text to recognize emotions];

[1479] [Providing a terminal that transmits analyzed emotion data to a server];

[1480] A system including:

[1481] (Claim 2)

[1482] The system of claim 1, [utilizing a generative AI model to optimize career planning based on a user's possession of specific strategic thinking abilities].

[1483] (Claim 3)

[1484] The system of claim 1 [provides a server that sends requests to a generative AI model based on a user's background information and emotional data when generating a career plan].

[1485] "Application example 2 when combining emotion engines"

[1486] (Claim 1)

[1487] providing a terminal for inputting user information;

[1488] providing a server for receiving input user information;

[1489] [Providing a server that stores the received user information in a database and performs user authentication];

[1490] [providing a server that generates an individualized career plan for an authenticated user using a generative AI model];

[1491] providing an emotion engine for analyzing an emotional state of a user;

[1492] [providing a terminal that displays the generated career plan and learning steps based on the emotion to the user];

[1493] A system including:

[1494] (Claim 2)

[1495] The system of claim 1 [utilizing a generative AI model to optimize career planning based on a user's shogi strategic thinking ability and emotional state].

[1496] (Claim 3)

[1497] The system of claim 1 [provides a server that sends requests to a generative AI model based on a user's background information and emotional state when generating a career plan]. [Explanation of symbols]

[1498] 10, 210, 310, 410 Data Processing Systems 12 Data Processing Device 14 Smart Devices 214 Smart Glasses 314 Headset-type terminal 414 Robot< / url:> < / url:> < / url:> < / url:>

Claims

1. means for providing a terminal for inputting user information; means for providing a server for receiving input user information; a means for storing the received user information in a database and providing a server for performing user authentication; a means for providing a server that generates an individual career plan for an authenticated user using a generative AI model; means for providing a terminal for displaying the generated carrier plan to a user; A system including:

2. The system of claim 1, which utilizes a generative AI model to optimize a user's career plan based on their strategic thinking ability in shogi.

3. 2. The system of claim 1, further comprising a server that sends a request to the generative AI model based on the user's background information when generating a career plan.

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