DB-GPT, the solution against data leaks
As artificial intelligence models become more powerful and ubiquitous in our daily lives, the risks to our privacy are increasing. That's why a group of independent developers has created DB-GPT, the solution to data leaks.
What is DB-GPT exactly?
DB-GPT is a project aiming to create a comprehensive private Language Model (LM) solution for databases. It has been designed to ensure that sensitive data and environments remain fully controlled to prevent leaks of confidential data or security risks associated with large language models (LLMs). DB-GPT supports local deployment to ensure that the models remain completely private, secure, and controllable. It utilizes localized GPT models to interact with the data.
DB-GPT is an experimental open-source project. With this solution, its creators ensure that there is no risk of data leaks and that users' data is 100% private and secure.
What ensures data security?
DB-GPT creates a comprehensive model operating system using FastChat and offers an LLM powered by Vicuna. Additionally, it provides question-answering capabilities with domain-specific knowledge through LangChain. Furthermore, it also offers support for additional plugins and naturally supports the Auto-GPT plugin.
The core capabilities of DB-GPT consist of the following:
Basic knowledge capability: Supports a private domain database and the ability to answer questions.
Large-scale model management capability: Provides a large-scale model operating environment based on FastChat.
Unified storage and indexing of data vectors: Provides a unified way to store and index various types of data.
Connection module: Used to connect different modules and data sources to achieve data flow and interaction.
Agent and plugin: Provides agent and plugin mechanisms, allowing users to customize and enhance the system's behavior.
Guide message generation and optimization: Automatically generates high-quality prompts and optimizes them to improve system response efficiency.
Multi-platform product interface: Supports various client products, such as web, mobile applications, and desktop applications.
DB-GPT appears to be a solution against data leaks and the exposure of users' privacy in the field of artificial intelligence. With the ability to optimize chatbot tasks, some consider it as the spiritual successor to Auto-GPT, a model capable of infinitely optimizing ChatGPT tasks.
Source : db-gpt.readthedocs.io