We built BioReason - integrating DNA foundation models (Evo2) with LLMs (Qwen3) for biological reasoning.

- 97% accuracy on disease pathway prediction - 80-88% on variant effect prediction - 15%+ gains over DNA-only or LLM-only models - Tested on 87K+ genomic variants from ClinVar + KEGG pathways

Step-by-step biological reasoning instead of black box predictions. Makes genomic AI interpretable.

Webpage: https://bowang-lab.github.io/BioReason Paper: https://arxiv.org/abs/2505.23579