AI/ML applications in bioinformatics and clinical microbiome research, with a focus on LLM-assisted biomedical information extraction, evidence-linked knowledge representation, and multi-omics analysis. Particularly interested in provenance-aware and evidence-grounded AI systems, where traceability and evidence quality matter more than fluency, as well as small, on-device models for reliable offline clinical reference tools.