Cell

Atomic unification in molecular AI

2026/4/1 Source: Cell

Summary

Artificial intelligence has rapidly advanced molecular science, yet progress has largely unfolded through specialized models tailored to specific tasks. In this issue of Cell, Peng et al. introduce PocketXMol, a unified 3D generative framework that reframes molecular design problems as conditional reconstruction of atomic interactions. Demonstrations across design scenarios highlight its potential in molecular engineering.

Content

# Atomic unification in molecular AI *Published: 2026 Apr 2* Artificial intelligence has rapidly advanced molecular science, yet progress has largely unfolded through specialized models tailored to specific tasks. In this issue of Cell, Peng et al. introduce PocketXMol, a unified 3D generative framework that reframes molecular design problems as conditional reconstruction of atomic interactions. Demonstrations across design scenarios highlight its potential in molecular engineering. DOI: 10.1016/j.cell.2026.03.010