LATTICE GenAI Asset Pipeline

Quality-gated promotion blocks any generated 3D plant asset with a quality_score below 0.7 from entering the model registry. This thresholded promotion rule enforces audit parity between filesystem assets and registry rows, preventing low-quality outputs from polluting the production environment.

Tracking ComfyUI training jobs involves dispatching them with single-writer safety using a lock file to ensure only one job runs at a time. The system then updates registry entries through pending, running, completed, and failed lifecycle states for reproducible tracking.

Auditing filesystem assets and fixing orphan records requires checking every tracked .glb file under your assets directory against corresponding registry rows. This process flags missing-file inconsistencies and maintains audit parity between the filesystem and the registry.

Yes, you can use Pixeltable for model registry management by backing the registry with it to track .glb plant assets. This setup enforces dev-to-prod promotion rules, LOD distribution health checks, and audit parity for ComfyUI generated assets.

LOD distribution health checking matters for 3D plant asset generation because it validates that placeholders and detail assets remain balanced across LOD 100 to 300 levels. This ensures generated models meet expected quality standards before thresholded promotion to the registry.