LATTICE GenAI Asset Pipeline

What problem does it solve?

It prevents low-quality 2D-to-3D plant outputs from polluting your model registry by enforcing audit, tracking, evaluation, and threshold-based promotion for every generation and asset registration.

Core Features & Use Cases

• Asset inventory + orphan detection: Ensures every tracked .glb under assets/plants/ has a corresponding registry row and flags missing-file inconsistencies.
• ComfyUI training job dispatch + tracking: Creates and updates lattice/genai/comfyui_jobs entries through pending/running/completed/failed lifecycle states.
• Quality-scored promotion with LOD checks: Computes quality_score, blocks promotion below 0.7, and validates LOD distribution expectations so placeholders and detail assets remain balanced.
• Single-writer safety for training dispatch: Uses a lock (/tmp/vwbridge-genai.lock) to ensure only one training job runs at a time.

Quick Start

Run the genai cycle to audit, evaluate, and quality-gate promotion for plant assets using the repository’s autoresearch entry point.