Merge branch 'refs/heads/main' into big-agi-2

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Enrico Ros
2024-08-05 18:05:14 -07:00
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# ReAct: question answering with Reasoning and Actions
## What is ReAct?
[ReAct](https://arxiv.org/abs/2210.03629) (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](https://programmablesearchengine.google.com/about/)) 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
1. **Invoking ReAct**: Type "/react" followed by your question in the chat.
2. **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.
3. **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](https://platform.openai.com/docs/guides/function-calling) feature of AI models, rather uses the old school approach of parsing and executing actions.
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` : '') + `calculate:
e.g. calculate: 4 * 7 / 3
Runs a calculation and returns the number - uses Python so be sure to use floating point syntax if necessary
Runs a simple javascript calculation and returns the number, the input must be javascript
wikipedia:
e.g. wikipedia: Django