## 2 Materials and Methods
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These data are subsequently converted into vectors, as shown in Figure 5, and sent to the master modules to verify if the tasks are being carried out correctly. In the event of detecting any anomalies such as data stagnation, progress failure, query errors, etc., the diagnostic process will be triggered, and depending on the severity, the software will assess if it is necessary to self-rewrite in order to proceed with the assigned task. The UUIDs are the identifiers of the machines from which the information was received or sent, as seen in Figures 5 and 6. In this case, a pattern can be observed within the files presented in Figures 4 and 5, as both slave and master modules store information in vector form, which facilitates our work compared to plain text. Values are assigned to different text connections based on their relevance and sent to the modules so that they can interpret them according to the operation carried out with the vector modules. Furthermore, the software incorporates web scraping capabilities to gather relevant data from web pages and APIs. This feature relies on well-established libraries such as BeautifulSoup or Scrapy to extract and analyze desired information. By harnessing web scraping, the software can autonomously retrieve data from various online sources, further expanding its capabilities for automated tasks. Figure 4: Raw data extraction carried out by the artificial vision module in Figure 3.  
\"message\": \"RAVEN: Tuesday, April 11, 2023 at 04:28 PM\", \"speaker\": \"[PERSON]\", \"time\": \"1681252108.7645166\", \"timestring\": \"Tuesday, April 11, 2023 at 04:28 PM \", \"uuid\": \"290986 be-7292-4 ecf-8965-e182 eb8 ba48a\", \"vector\": [  
0.02359672449529171, -0.019401751458644867, 0.020607806742191315, -0.04803244397044182, -0.017448466271162033, 0.038960814476013184, 0.09659725069999694, 0.008527593687176704, -0.020135872066020966, -0.015049466863274574, 0.0992158317565918, -0.005682058399543166, 0.013712318614125252, 0.010611971840262413, 0.0990323016047477, 0.011097014881670475, 0.04213326424360275, -0.013417359441518784, 0.028106320649385452, -0.002892237389460206, -0.018982253968715668, 0.01989990472793579, 0.022731510922312737,  
Figure 5: Example of the raw extracted information by the slave modules after being vectorized, which will be sent to the master modules for interpretation through machine learning modules. \"notes\": \"- User: Monday, April 10, 2023 at 09:36 PM\", \"time\": \"1681251204.6040165\", \"times\": [ 1681184176.0627828, 1681184198.2944765, 1681184225.6986268, 1681184267.4183366, 1681184435.043221, 1681250776.8129776, 1681250782.4258602, 1681250841.1825042, 1681251013.811653, 1681251039.0772169, ] \"uuid\": \"287 aa70e-2564-478c-b24c-d8a871 bdd59a\", \"uuids\": [ 92 cb8 cc6-8 dd6-4248-8 db7-5 fbdc5962d52, 1c5 dd63d2-ba31-46 fa-b46f-e4f685a20 ea7, 51 cd9d47-d4 de-4 ecb-bc3c-7 ea2103e4a43, 5 ff81091-1853-4484-82f2-e183 ceee035e, 6 aa1e742-33b7-4843-84d9-4 eaea5 cd34d8, 02 cd04 ca-fca8-4a54-a88c-b027e937217, 0c26781e-b229-4a79-b4 bd-e10148c9a63, 01b5906-cd8d-461b-95 bb-02630d74 eecf, 798e7 aaa-5 ad9-49c6-b711-9506f55221c8, 83 ac0471-4f55-4f44-a71d-572f4b9f3a65, ]  
The system periodically extracts information from the pages it is working on and even retrieves the entire page in HTML and XML format if necessary for rewriting in case of any changes to its elements, as shown in Figure 7.  
Furthermore, the software includes system interaction functionalities, enabling seamless integration with the underlying operating system. It can execute commands, access file systems, and perform various operations, making it versatile and adaptable to different computing environments. This system interaction capability is achieved through the use of APIs and system-level libraries specific to the target operating system. To establish efficient communication between slave and master modules, the software utilizes a virtual wiring system. This proprietary protocol, inspired by the I2C protocol, facilitates fast and reliable data exchange between slave and master modules.