Research questionHow can causal streaming video editing remain real-time while preserving backgrounds and unedited regions over long sequences?Each frame must be edited without access to future frames, while backgrounds and untouched regions remain stable over time. Meeting that consistency requirement without sacrificing interactive responsiveness is difficult.