Recent Projects

PubMed AI Search

Enhanced Real-Time Semantic Search for PubMed database that uses interaction between the NIH/NCBI PubMed REST API and multiple efficient LLM models to improve search queries and rank results for complex clinical and biomedical queries.

This is an experimental/ prototype system implementing a Bootstrap/Jinja frontend served by Python/FastAPI, using Websockets for real-time result updating.   The AI backend uses a Chroma vector database and Langchain  with lightweight, modular large language models run on a self-hosted server.  This site is experimental and currently has limited functionality due to external software changes.

Real-Time AI Collaboration Engine

Uses large language models and Retrieval-Augmented Generation to find companies and organizations that align with specific research topics that may be appropriate for technology transfer.  Very similar purpose as FirstIgnite software for University technology transfer.

This is a prototype system implemented with a Streamlit frontend communicating with a FastAPI-based REST server backend which leverages external AI resources.