NVIDIA is an American multinational technology company that designs graphics processing units (GPUs) for gaming, cryptocurrency, and professional markets, as well as system on a chip units (SoCs) for mobile computing. The company has been working on one of the IMP projects for several years. The development of this project was initiated to address the concerns of AI safety and security. The release of this project comes after some of the most high-profile generative AIs, including GPT-3, have come under the microscope for their tendency to generate biased or incorrect information. The project is called 'NeMo Guardrails'.
What is NeMo Guardrails?
NeMo Guardrails is an open-source toolkit designed to enable large enterprises to control large language models and generative AI systems such as ChatGPT to make them safe and trustworthy. The tool is part of the NVIDIA AI platform, and it sits between the user and an LLM-enabled application.
What are the three areas that NeMo Guardrails focuses on?
NeMo Guardrails focuses on three areas: topical, safety, and security boundaries. Topical guardrails prevent chatbots from going into unwanted areas, safety guardrails prevent them from saying incorrect facts or talking about harmful subjects, and security guardrails prevent them from opening up security holes. NeMo Guardrails is a layer of software that sits between the user and the large language model or other AI tools, and it works best as a second line of defense. It is not a catch-all solution, but it can be used to train the model on a set of safeguards. The software is available to developers now and is also offered as part of NVIDIA's AI Foundations service.
What are the security features of NeMo Guardrails?
NeMo Guardrails has security guardrails that restrict chatbots to make connections only to external third-party applications known to be safe. The security guardrails ensure that the chatbots are accurate, appropriate, on-topic, and secure. The tool is compatible with the tools that enterprise app developers commonly use and can operate on top of LangChain, an open-source framework that programmers are quickly adopting to connect other applications to LLMs functionality. NeMo Guardrails is designed to be open source, and NVIDIA is dedicated to the security and trust of its software products and services.
How can NeMo Guardrails be integrated with other technologies?
NeMo Guardrails is designed to be compatible with the tools that enterprise app developers commonly use. It can operate on top of LangChain, an open-source framework that programmers are quickly adopting to connect other applications to LLMs’ functionality. NeMo Guardrails can be integrated with a variety of LLM-capable programs, such as Zapier. The tool is versatile enough to function with a wide range of LLM-enabled applications. NVIDIA has announced that it will integrate NeMo Guardrails into its NeMo framework, a comprehensive tool for training and tuning language models using proprietary data. Integrating NeMo Guardrails into the NeMo framework will help developers incorporate safety measures into their AI applications from the start of the development process. Therefore, businesses can have greater confidence in their AI applications’ accuracy, security, and appropriateness, and the public can trust that these applications are safe to use.
What are the benefits of integrating NeMo Guardrails with LLMs?
Integrating NeMo Guardrails with LLMs can help enterprises develop safe and trustworthy LLM conversational systems. NeMo Guardrails ensures that applications powered by LLMs are accurate, appropriate, on-topic, and secure. The tool can be used with all LLMs, including ChatGPT from Microsoft partner OpenAI. NeMo Guardrails is an open-source software toolkit that sits between the user and an LLM-enabled application. It enables enterprises to control large language models and generative AI systems such as ChatGPT to make them safe and trustworthy. The program enables app creators to align LLM-powered applications so that they are secure and adhere to a company's areas of specialization. NeMo Guardrails can be modified to one's specific use, and it is fully open source. Therefore, integrating NeMo Guardrails with LLMs can help businesses build, customize, and deploy generative AI models with greater confidence in their accuracy, security, and appropriateness, and the public can trust that these applications are safe to use.
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How can developers access NeMo Guardrails?
Developers can access NeMo Guardrails through NVIDIA's software platform or AI Foundations service. NeMo Guardrails is designed to work with all LLMs, including OpenAI's ChatGPT tool. The tool is versatile enough to function with a wide range of LLM-enabled applications, and it can be integrated with a variety of LLM-capable programs. NeMo Guardrails is an open-source software toolkit that sits between the user and an LLM-enabled application. It enables enterprises to control large language models and generative AI systems such as ChatGPT to make them safe and trustworthy. The program allows software engineers to enforce three different kinds of limits on their in-house LLMs topical guardrails, safety guardrails, and security guardrails. NeMo Guardrails is fully open source, and it can be modified to one's specific use.
sources
GitHub- https://github.com/NVIDIA/NeMo-Guardrails
twitter link - https://twitter.com/rowan_cheung/status/1386349479479470080
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