moai-workflow-gan-loop

An automated iterative design quality loop uses a builder-evaluator GAN cycle to continuously generate, score, and refine designs. It loads parameters from design.yaml to drive iteration scope and applies sprint contracts for consistent, auditable design reviews.

Sprint contract negotiation defines acceptance criteria, focus areas, and test scenarios before iteration begins. This ensures the automated design evaluation workflow targets specific quality goals and produces reproducible iterations within the .moai workspace.

Automated design quality scoring evaluates designs across four dimensions: Design Quality, Originality, Completeness, and Functionality. These scores guide the builder-evaluator loop to target specific weaknesses during each iteration cycle.

Automated design iteration loops detect stagnation by monitoring progress plateaus and threshold failures. When the builder-evaluator cycle stops improving, the workflow triggers an escalation protocol to notify users that manual intervention is needed.

You need a design.yaml file to run automated design evaluation workflows. This configuration file loads parameters that govern the builder-evaluator GAN loop, control iteration scope, and manage artifacts for deterministic execution.

Artifacts during automated design quality loops are managed centrally via the .moai workspace. This workspace stores iteration outputs, sprint contracts, and configuration files to ensure reproducible and auditable design reviews.