We develop tools powered by generative AI that capture cell hetergeneity, cell state transition, cell-cell/environment communications/response etc. Current reserach interests lie on identifying/discovering causal effect/structure to analyze time‑course data, lineage tracing, CRISPR and small‑molecule perturbation screens. Our models provide insights into gene regulation mechanisms by modeling cell development, transition, response, aging, etc.