create-tsi: A Generative AI RAG Toolkit that Generates AI Applications using LlamaIndex with Low Code

In the digital age, creating AI applications can be complex and time-consuming. Many businesses struggle to develop AI bots or agents that can efficiently handle tasks and answer questions. Existing solutions often require extensive coding knowledge and lack flexibility, making them inaccessible to many.

Some existing solutions attempt to streamline the AI application creation process but often have limitations. These solutions may offer pre-built templates or drag-and-drop interfaces, but they still require technical expertise from users. 

✅ [Featured Article] Selected for 2024 GitHub Accelerator: Enabling the Next Wave of Innovation in Enterprise RAG with Small Specialized Language Models

Meet create-tsi, a generative AI toolkit that simplifies the process of building AI applications. With create-tsi, users can easily generate full-stack, enterprise-grade AI applications, all through a simple command-line interface. This toolkit is designed to be user-friendly, flexible, and fast, making it accessible to a wide range of businesses and developers.

One of the key features of create-tsi is its wide range of pre-trained language model (LLM) options, all of which are GDPR-compliant. These LLMs are hosted on the Open Telekom Cloud or EU data centers, ensuring data privacy and security. Users can choose from various LLMs to suit their specific needs, whether they require multilingual support or language-specific models optimized for processing long documents.

Create-tsi provides users with full backend and frontend templates powered by Next.js and Python FastAPI. This means that users can quickly build fully functional AI applications without having to write extensive code. The toolkit also offers a range of customization options, including web crawling capabilities, local file indexing, and integration with privacy-enhanced web search engines like DuckDuckGo and Brave Search.

With create-tsi, users can create fully functional chat interfaces powered by Python FastAPI backend that can answer questions about their data. The toolkit’s flexibility allows users to supply their own data, which is indexed and used to provide responses. 

In conclusion, create-tsi is a game-changer in AI application development. By providing a user-friendly interface, flexible customization options, and GDPR-compliant LLMs, create-tsi empowers businesses to build enterprise-grade AI applications easily. With this toolkit, companies can harness the power of AI to streamline processes, improve customer interactions, and drive innovation.

Check out the GithubAll credit for this research goes to the researchers of this project. Also, don’t forget to follow us on Twitter. Join our Telegram Channel, Discord Channel, and LinkedIn Group.

If you like our work, you will love our newsletter..

Don’t Forget to join our 40k+ ML SubReddit

For Content Partnership, Please Fill Out This Form Here..

Niharika is a Technical consulting intern at Marktechpost. She is a third year undergraduate, currently pursuing her B.Tech from Indian Institute of Technology(IIT), Kharagpur. She is a highly enthusiastic individual with a keen interest in Machine learning, Data science and AI and an avid reader of the latest developments in these fields.

[Free AI Webinar] 'How to Build Personalized Marketing Chatbots (Gemini vs LoRA)'.