NVIDIA, the tech giant renowned for its GPUs and pivotal role in training AI models like ChatGPT, has taken a bold step into the AI world by unveiling its latest software innovation, NeMo Guardrails. This new solution aims to address the common problem of chatbots occasionally veering off-course and providing peculiar or irrelevant responses.
NeMo Guardrails is designed to ensure AI chatbots and applications powered by large language models (LLMs) deliver accurate, relevant, on-topic, and secure information. By filtering out inappropriate or inaccurate chatbot-generated content, NeMo Guardrails not only prevents it from reaching users but also informs the chatbot about the undesirable output, enhancing its performance without the need for user intervention.
This open-source software enables AI developers to establish three types of boundaries for AI models: topical, safety, and security guidelines. Let's explore each of these guardrails in more detail:
- Topical Guardrails: These constraints keep AI chatbots focused on relevant subject matter by preventing them from discussing unrelated topics. For example, a customer service bot wouldn't provide information about the weather when it should be discussing product support. This feature can prove invaluable for large AI models that occasionally lose focus and drift off-topic.
- Safety Guardrails: These measures address misinformation and "hallucinations" by ensuring AI chatbots provide accurate and appropriate information. They filter out inappropriate language, promote credible source citations, and prevent the use of fictitious or illegitimate sources. This is particularly useful for models like ChatGPT, which has been known to fabricate citations occasionally.
- Security Guardrails: These safety nets prevent AI chatbots from accessing external applications deemed unsafe or unauthorized, such as banking apps or personal files. This ensures a secure, streamlined, and accurate experience every time you interact with the chatbot.
NVIDIA's NeMo Guardrails is designed for ease of use and compatibility with a wide range of LLM-enabled applications, making it accessible to virtually all software developers. As a result, we can expect to see this technology integrated into more chatbots in the near future.
With NeMo Guardrails, NVIDIA is revolutionizing the AI landscape by providing a dedicated solution to monitor and correct AI models like ChatGPT. By establishing strict guidelines for chatbot behavior, developers can now ensure a safe, accurate, and engaging user experience without having to worry about manual corrections.