40+ validated topic models for computational social science, behind one NumPy-native interface: covariate effects on topic prevalence and content, shared diagnostics, reproducible fits. LDA, STM, CTM, keyATM, BERTopic, ETM, and more on a parallel Rust core. One wheel, no JVM, no PyTorch.