Engineered an ETL-oriented data pipeline for a large language model application, implementing structured extraction, transformation, and loading procedures for model-consumable input.

Constructed a multi-modal AI utility integrating internet search and reverse-index-based retrieval augmented generation, enabling binary logic evaluation over indexed content for contextual response synthesis.

Developed a chatbot interface with embedded rendering modules for syntax-highlighted code blocks and LaTeX-formatted mathematical expressions, supporting structured output visualization.