consistency

The article introduces A²RD, a novel architecture for generating consistent long videos using agentic autoregressive diffusion. It proposes a Retrieve–Synthesize–Refine–Update cycle and a new benchmark, LVBench-C, to address semantic drift in long-horizon video synthesis.

A detailed tutorial introducing four methods for maintaining character consistency and plot coherence when creating AI short dramas using Seedance 2.0 and GPT-image2, including extending reference videos, using keyframes as the first frame, compositing multiple video segments, and converting storyboards to video.

OpenAI released an upgraded image model that keeps character appearance perfectly consistent across frames and renders crisp, stable text.