Code2Pseudo, developed by Team Code Catalysts for the Trae AI Hackathon, is an innovative Flask application designed to bridge the gap between complex programming languages and easily understandable pseudocode. Our app facilitates bi-directional conversion, allowing users to transform code from virtually any language into clear pseudocode and, importantly, convert pseudocode back into functional code. This capability significantly enhances code comprehension, simplifies technical explanations for non-developers, and streamlines the development workflow. At its core, Code2Pseudo leverages the powerful Meta Llama 3.3 7B model, expertly fine-tuned with precise system prompts to ensure highly accurate and contextually relevant conversions. We've integrated OpenRouter for seamless API connectivity, ensuring reliable and efficient interaction with the AI model. Beyond just conversion, Code2Pseudo offers a unique community Browse feature, powered by Zilliz Milvus. This allows users to explore and learn from a growing repository of code and pseudocode snippets created by others. Furthermore, a dynamic chat-based pseudocode generator provides an interactive way to create custom pseudocode on the fly. Code2Pseudo is more than a tool; it's a collaborative platform aimed at making programming logic accessible to everyone.