Tag: AI video inference

NoGPU Pipelines: Why Not Every AI Video Job Needs a GPU Queue
AI Infrastructure

NoGPU Pipelines: Why Not Every AI Video Job Needs a GPU Queue

NoGPU pipelines are useful when an AI video request is really a repeatable media operation, not an open-ended generation problem. A vertical…

P-Video 2: Planning GPU Capacity for AI Video Bursts
GPUs & Hardware

P-Video 2: Planning GPU Capacity for AI Video Bursts

AI video GPU capacity cannot be planned from an average render time alone. A video request combines duration, frame rate, resolution, controls,…

AI Video Inference Is Shifting From Generation to Control
AI Infrastructure

AI Video Inference Is Shifting From Generation to Control

AI video inference is moving from one-shot prompt-to-clip generation toward controlled rendering: a workflow where teams specify the opening state, motion, timing,…