COGNOS: Universal Enhancement for Time Series Anomaly Detection via Constrained Gaussian-Noise Optimization and Smoothing Ister: Linear Transformer for Efficient Multivariate Time Series Forecasting TiledAttention: a CUDA Tile SDPA Kernel for PyTorch Operating Within the Operational Design Domain: Zero-Shot Perception with Vision-Language Models One Token Per Frame: Reconsidering Visual Bandwidth in World Models for VLA Policy