moai-workflow-gan-loop

Automating iterative design quality improvement involves running a Builder-Evaluator GAN loop that applies Sprint Contract negotiation and 4-dimension scoring across Design Quality, Originality, Completeness, and Functionality. This workflow reads parameters from design.yaml to orchestrate each sprint iteration.

Scoring design quality across multiple dimensions uses a 4-dimension evaluation framework covering Design Quality, Originality, Completeness, and Functionality. The GAN loop evaluates each sprint iteration against these criteria to identify quality gaps and drive improvements.

Handling stagnation during design quality iteration relies on built-in stagnation detection and escalation protocols. When the GAN loop detects stalled improvements across the 4-dimension scoring framework, it triggers an escalation to resolve the blocked iteration cycle.

Yes, design.yaml is the configuration source for sprint contract parameters in iterative design cycles. The GAN loop reads loop parameters directly from design.yaml to govern sprint negotiations and drive the Builder-Evaluator iteration process.

Yes, the GAN loop supports extension through moai-domain design resources. It reads loop parameters from design.yaml and integrates moai-domain resources to expand the Builder-Evaluator workflow for contract-driven design iterations.

A Builder-Evaluator GAN loop is needed for design reviews requiring automated, contract-driven iterations with multi-dimensional quality scoring. It applies to sprint negotiations and quality assurance workflows where continuous design improvement must be systematically governed.