TECHNOLOGY
Models evolve. The process stays connected.
Local and cloud AI components connect through adapters and validated schemas.
Planning and code
The project uses Qwen-family models for bounded planning and coding assistance. Software checks their proposed outputs.
Image and motion
The production pipeline includes editing, graphics and rendering. External image and video generation remains a separate stage.
Speech, music and effects
The audio pipeline connects narration, separate music and effects tracks, and mixing review. A model configuration alone does not establish feature readiness.
Measure the finished result
Quality and cost must be measured on accepted video, including compute, revisions and external services. We do not claim a universal speedup.