A framework that integrates reasoning capabilities of large language models with actionable steps to create a more sophisticated system for understanding and processing information, evaluating situations, taking appropriate actions, communicating responses, and tracking ongoing situations.

• Virtual assistants
• Chatbots
• Intelligent personal assistants
• Decision support systems
• Recommendation engines

For example, a ReACT agent model could be used in a virtual assistant like Siri or Alexa to enable it to understand and respond to complex queries and requests, such as booking a flight and hotel reservation, or providing personalized recommendations based on a user’s preferences.

• Selecting an appropriate semantic modeling technique