TensorArt LabnotesMatch the tool to the visual task, from models and workflows to character-centered media.
Use a four-view character brief to decide whether pose/reference production or chat, animation and calls should determine the workflow.
Separate model-license checks from character visibility, output ownership and the platform’s license to reuse creations.
Decide when a simple visual reference is enough and when recurring illustration requirements justify deeper model and workflow control.
Prepare a handoff record that preserves a visual production setup or a companion profile without assuming either is a portable character file.
Split generation from upscaling, preserve the intermediate image and account for each stage before spending on another full run.