This work develops a complete physical theory of generative ecologies—semantic environments where artificial agents interact not as symbolic processors but as coupled geometric and thermodynamic fields. Building on Semantic Physics, the manuscript models generative systems as Riemannian manifolds whose metric is defined by informational distinguishability and dynamically shaped by Meaning Density through a Social Information Field. Generative trajectories become geodesics constrained by curvature, allowing stabili…