AlphaCode is designed to generate code that meets specific programming challenges effectively. It employs state-of-the-art machine learning techniques to understand code specifications and quickly produce solutions. This AI agent can handle various programming languages and frameworks, making it a valuable tool for developers looking to enhance their productivity and tackle complex tasks more efficiently.

Copilot Chat is an AI-powered conversational tool designed to assist developers in generating code using a test-driven development approach. It allows users to specify test cases that represent their coding intentions. Copilot Chat interacts with a large language model (LLM) to create, validate, and iteratively refine the code until it passes all test cases. This tool aims to simplify the coding process, reduce debugging time, and improve code quality by ensuring that generated code meets predefined test criteria.