Software as a service (SAAS) services featuring software for declarative multi-modal video data transformation, visual, spatial and geographic understanding curation, and backfilling orchestration for artificial intelligence world models; Cloud computing featuring software for use in unstructured multimedia data lakehouse infrastructure management, automated video data pipeline backfilling and orchestration, and headless compute layer abstraction