RestGPT - Writes API Calls BETTER Than ChatGPT 4?! Better than Gorilla LLM!
AI Summary
Summary: Introducing REST GBT for Large Language Models
- Challenges with Large Language Models (LMs):
- Difficulty in selecting the right LM for real-world applications due to variations in size, data, and cost.
- Configuration and connection of LMs are time-consuming and complex.
- REST GBT Framework:
- Connects LMs to real-world applications via RESTful APIs.
- Open-source and currently free to use.
- Simplifies the process of finding and executing the best API for a given user prompt.
- Uses an iterative course-defined online planning framework, similar to the breadth-first algorithm.
- Improves performance by 10-160% over other frameworks like React Reflection and ChatGPT.
- Relies on prompt and loop execution for task planning.
- Customization recommended for optimal use with different APIs.
- Installation and Use:
- Easy to install by cloning the repository and running Python commands.
- Allows connection to various APIs, including Spotify.
- Offers a plug-and-play feature for easy integration.
- REST GBT Components:
- Planner: Breaks down user instructions into subtasks.
- API Selector: Maps subtasks to API calls and forms task plans.
- Executor: Carries out API calls, divided into caller and parser modules.
- Advantages of REST GBT:
- Adapts to feedback from the environment.
- Outperforms other models in API and tool usage.
- Provides a dynamic and efficient way to automate tasks.
- Community and Support:
- Private Discord community for investment opportunities, AI tools, networking, and AI news.
- Consulting services available for business growth and AI solutions.
- Further Exploration:
- Upcoming video content to explore REST GBT, evaluation metrics, and installation guides.
- Encouragement to follow on Twitter and subscribe for updates.
Additional Notes:
- RESTful APIs are widely used for web services like Spotify, Twitter, Gmail, and others.
- Open API Specification (OAS) ensures consistency and ease of integration for developers.
- REST GBT uses a set of three agents to adapt and operate dynamically in various environments.