HDIF Nexus Research Labs develops theoretical and experimental frameworks for interface-constrained physical systems, relational composition, and curvature-response dynamics. Current work focuses on admissibility constraints in relational physics, horizon response systems, and testable curvature-memory phenomenology using precision interferometry. The program emphasizes structured, falsifiable models compatible with existing frameworks.