New AI Ecosystem Connects Foundation Models with Millions of APIs for Task Completion (arxiv.org)

Summary:

• AI has made incredible progress with foundation models like ChatGPT, which can generate powerful conversation and high-level solution outlines.
• However, these models still face difficulties with specialized tasks, so there is a need for a mechanism that can connect them with off-the-shelf models and systems for completing these tasks.

Key terms:

• Foundation models: Advanced AI models like ChatGPT that can perform a broad range of open-domain tasks and generate high-level solution outlines.
• Domain-specific tasks: Specialized tasks that require in-depth knowledge or specific data, which foundation models may struggle with.
• Neural network computations: The calculations and processes within a neural network, which can sometimes lead to errors in specialized tasks.
• Off-the-shelf models and systems: Existing models and systems that can perform domain-specific tasks well but may not be easily accessible or compatible with foundation models.
• AI ecosystem: A new system that connects foundation models with millions of APIs, enabling them to work together to complete diverse tasks in both digital and physical domains.

Tags:

ChatGPT Research Artificial Intelligence Neural Networks AI ecosystem Progress Domain-specific tasks Errors http URL Foundation models