LLM-powered Code Interpreters

A code interpreter traditionally refers to a program that translates high-level programming language into machine language for execution, typically written by humans. With the advent of AI agents in 2023, code interpreters have evolved to include AI agents that translate natural language prompts into code instructions, offering capabilities beyond mere code generation. LLM-powered code interpreters, unlike traditional AI coding apps, can execute code, create files, download resources, and perform operations such as generating charts from data. Notable examples include Open Interpreter, Microsoft's Autogen agents, and ChatGPT's Code Interpreter feature, which can control computer operations via terminal or execute code in sandbox environments. In contrast, other AI tools like standard ChatGPT, Phind, Perplexity, and GitHub Copilot lack these execution capabilities, focusing instead on generating code in text format without altering system files or directories.