ReAct: question answering with Reasoning and Actions
What is ReAct?
ReAct (Reason+Act) is a classis AI question-answering feature,
that combines reasoning with actions to provide informed answers.
Within Big-AGI, users can invoke ReAct to ask complex questions that require multiple steps to answer.
Mode | Activation | Information Sources | Reasoning Visibility | When to Use |
---|
Chat | Just type and send | Pre-trained knowledge only | Only shows final response | Quick answers, general knowledge queries |
ReAct | Type "/react" before the question | Web loads, Web searches, Wikipedia, calculations | Shows step-by-step thought process | Complex, multi-step, or research-based questions |
Example of ReAct in action, taking a question about current events, googling results, opening a page, and summarizing the information:
https://github.com/user-attachments/assets/c3480428-9ab8-4257-a869-2541bf44a062
The following tools are implemented in Big-AGI:
- browse: loads web pages (URLs) and extracts information, using a correctly configured
Tools > Browsing
API
- search: searches the web to produce page URLs, using a correctly configured
Tools > Google Search
(Google Programmable Search Engine) API
- wikipedia: looks up information on Wikipedia pages
- calculate: performs mathematical calculations by executing typescript code
- warning: (!) unsafe and dangerous, do not use for untrusted code/LLMs
How to Use ReAct in Big-AGI
- Invoking ReAct: Type "/react" followed by your question in the chat.
- What to Expect:
- An ephemeral space will show the AI's thought process and actions, showing all the steps taken.
- The final answer will appear in the main chat.
- Available Actions: Web searches, Wikipedia lookups, calculations, and optionally web browsing.
Good to know:
- ReAct operates in isolation from the main chat history.
- It will take longer than standard responses due to multiple steps.
- Web searches and browsing may have privacy implications, and require tool configuration in the UI.
- Errors or limitations in accessing external resources may affect results.
- ReAct does not use the Tool or Function Calling feature of AI models, rather uses the old school approach of parsing and executing actions.