Today's mainstream video generation models collapse after just 5–10 seconds — character deformation and scene jumps are the familiar complaints leveled at Sora, Kling, and 可灵. The research Google Research published this week aims squarely at the next step: "automated generation of coherent minutes-long video," treating cross-shot consistency as a systematic problem to solve.
What this is
There's a key term here — "consistency" (coherent, meaning the same character doesn't change appearance across different time points, and the editing style doesn't jump when cutting between shots) — which is the industry jargon in video generation. Google's approach is to have AI first lay out the script outline and shot-list logic for a long video, then generate it chapter by chapter — instead of stitching short clips together afterward. Once this path is unblocked, modules like auto-scripting, auto-storyboarding, and cross-clip character memory can be integrated into a workable workflow.
Industry view
Optimists see this as a critical step for video generation to evolve from "toy" to "tool" — long-form clips being unusable is the common shortcoming across every major model on the market, and this is exactly the breakthrough the market has been waiting for. But sober counterpoints also exist: a film and TV technology practitioner told us bluntly that demo environments and real production are two different things — complex lighting, subtle facial expressions, and spatial logic still require human backup, and the promise of "automation" has yet to truly deliver in industrial pipelines. Between a paper and something that can plug into a production workflow lie data, compute, and that last mile of human oversight.
Impact on regular people
For enterprise content teams: the pipeline from script to finished product for marketing videos and e-commerce short-form content will compress — but replacing editors entirely is still far off.
For individual careers: the value of basic video editing roles will be repriced. Creative judgment and aesthetic gatekeeping will be worth more than cutting operations.
For consumer markets: the share of "AI short dramas" and "AI ads" in your feed will rise — distinguishing the real from the fake will require new literacy.