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Local Diffusers video: implement the first in-process text_to_video path through zai-org/CogVideoX-2b / THUDM/CogVideoX-2b, including registry-backed request normalization, preload warmup, unload support, MPS-safe explicit FP16 device moves, and MP4 artifact outputs packaged through ffmpeg.
Interactive surfaces: add one-shot abstractvision t2v, REPL /t2v, and playground Text → Video generation with backend/task-aware model discovery, progress reporting, and catalog surfacing for local video-capable models.
AbstractCore integration: route plugin t2v / i2v calls through the same explicit backend binding path used by image generation, extend residency task aliases for video, and track request-warm local text_to_video models in the loaded-model inventory.
Catalog/tests/docs: add curated capability/download metadata for zai-org/CogVideoX-2b, keep local image-edit surfaces intact, expand backend/CLI/playground/plugin regression coverage, refresh README/reference/FAQ/getting-started docs, and regenerate llms-full.txt.