{"id":175722,"date":"2024-01-04T19:33:34","date_gmt":"2024-01-04T18:33:34","guid":{"rendered":"https:\/\/liora.io\/en\/?p=175722"},"modified":"2026-08-07T10:24:12","modified_gmt":"2026-08-07T09:24:12","slug":"db-gpt-the-solution-against-data-leakage","status":"publish","type":"post","link":"https:\/\/liora.io\/en\/db-gpt-the-solution-against-data-leakage","title":{"rendered":"DB-GPT, the solution against data leakage"},"content":{"rendered":"\n<p><strong>As artificial intelligence models become more powerful and present in our daily lives, the risks to our privacy grow. That&#8217;s why a group of independent developers have created DB-GPT, the solution to data leakage.<\/strong><\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"what-is-db-gpt\">What is DB-GPT?\n<\/h2>\n\n\n<p><strong>DB-GPT<\/strong> is a project aimed at creating a complete private LLM solution for databases. It has been designed to ensure that sensitive data and environments remain totally under control, to avoid confidential data leaks or security risks <a href=\"https:\/\/liora.io\/en\/large-language-models-llm-everything-you-need-to-know\">associated with large language models (LLMs)<\/a>. <strong>DB-GPT<\/strong> supports local deployment to ensure that models remain absolutely private, secure and controllable. It uses localized <strong>GPT models to interact with data.<\/strong><\/p>\n\n\n<p><strong>DB-GPT<\/strong> is an experimental open source project. With this solution, its creators ensure that <a href=\"https:\/\/liora.io\/en\/data-leakage-definition-and-prevention\">there is no risk of data leakage<\/a>, and that user data is 100% private and secure.<\/p>\n\n\n<figure class=\"wp-block-image size-full\" style=\"margin-top:32px;margin-bottom:32px\"><img alt=\"Illustration for What is DB-GPT?\" decoding=\"async\" height=\"655\" loading=\"lazy\" src=\"https:\/\/liora.io\/app\/uploads\/2023\/05\/DB-GPT.png\" style=\"width:100%;height:auto\" width=\"929\"\/><\/figure>\n\n\n<h2 class=\"wp-block-heading\" id=\"what-guarantees-data-security\">What guarantees data security?<\/h2>\n\n\n<p><strong>DB-GPT<\/strong> creates an extensive template operating system using FastChat and <a href=\"https:\/\/liora.io\/en\/the-new-champion-of-open-source-llm-falcon\">offers an LLM powered by Vicuna.<\/a> In addition, it provides answers to questions with private domain knowledge thanks to LangChain. In addition, it also provides support for additional plugins, and naturally supports the <a href=\"https:\/\/liora.io\/en\/autogpt-discover-the-new-tool-that-makes-chatgpt-autonomous\"><strong>Auto-GPT plugin.<\/strong><\/a><\/p>\n\n\n<p><strong>DB-GPT&#8217;s<\/strong> basic capabilities consist of the following elements:<\/p>\n\n\n<ul class=\"wp-block-list\"><li><strong>Knowledge base capability:<\/strong> private domain database support, question answering capability.<\/li><li><strong>Large-scale model management capability:<\/strong> provides a large-scale model operating environment based on FastChat.<\/li><li><strong>Unified storage and indexing of data vectors:<\/strong> provides a uniform means of storing and indexing various types of data.<\/li><li><strong>Connection module:<\/strong> used to connect different modules and data sources for data flow and interaction.<\/li><li><strong>Agent and plugin:<\/strong> provides agent and plugin mechanisms, enabling users to customize and enhance system behavior.<\/li><li><strong>Prompt generation and optimization:<\/strong> automatically generates high-quality prompts and optimizes them to improve system response efficiency.<\/li><li><strong>Multi-platform product interface:<\/strong> supports various client products, such as web, mobile and desktop applications.<\/li><\/ul>\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\" style=\"margin-top:32px;margin-bottom:32px\"><div class=\"wp-block-embed__wrapper\" style=\"position:relative;width:100%;padding-top:56.25%;overflow:hidden\"><iframe allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen=\"\" frameborder=\"0\" height=\"315\" loading=\"lazy\" referrerpolicy=\"strict-origin-when-cross-origin\" src=\"https:\/\/www.youtube.com\/embed\/1PWI6F89LPo?rel=0\" style=\"position:absolute;inset:0;width:100%;height:100%;border:0\" title=\"YouTube video 1PWI6F89LPo\" width=\"560\"><\/iframe><\/div><\/figure>\n\n\n<p><strong>DB-GPT<\/strong> seems to be the solution to data leakage and the exposure of artificial intelligence users&#8217; privacy. Capable of optimizing chatbot tasks, some consider it the spiritual son of Auto-GPT, a model capable of optimizing <a href=\"https:\/\/liora.io\/en\/chatgpt-how-does-this-nlp-algorithm-work\">ChatGPT tasks<\/a> ad infinitum.That&#8217;s why if you&#8217;ve enjoyed this article and are considering a career in Data Science, don&#8217;t hesitate to discover our articles or training offers on Liora.<\/p>\n\n\n<p>Source : db-gpt.readthedocs.io<\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>As artificial intelligence models become more powerful and present in our daily lives, the risks to our privacy grow. That&#8217;s why a group of independent developers have created DB-GPT, the solution to data leakage. What is DB-GPT? DB-GPT is a project aimed at creating a complete private LLM solution for databases. It has been designed [&hellip;]<\/p>\n","protected":false},"author":76,"featured_media":175724,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"_acf_changed":false,"editor_notices":[],"footnotes":""},"categories":[2433],"class_list":["post-175722","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/posts\/175722","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/users\/76"}],"replies":[{"embeddable":true,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/comments?post=175722"}],"version-history":[{"count":2,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/posts\/175722\/revisions"}],"predecessor-version":[{"id":209736,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/posts\/175722\/revisions\/209736"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/media\/175724"}],"wp:attachment":[{"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/media?parent=175722"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/liora.io\/en\/wp-json\/wp\/v2\/categories?post=175722"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}