Researchers from Stanford University introduced OctoTools to overcome the above limitations, a novel framework that enhances AI reasoning capabilities by enabling dynamic and structured external tool usage. OctoTools is a modular, training-free, and extensible framework that standardizes how AI models interact with external tools. Unlike previous frameworks that require predefined tool configurations, OctoTools introduces “tool cards,” which encapsulate tool functionalities and metadata. These tool cards define input-output formats, constraints, and best practices, making it easier for AI models to integrate and use tools efficiently. The framework is structured around a planner-executor system that determines which tools are required for a given task, executes commands, and verifies the accuracy of results…..