Model Architect — Refactor Workflow

Description: Improve existing artifact structure and quality

When to Use

Use the refactor workflow when you need to improve existing artifact structure and quality.

Input Requirements

• Feature sets and metadata from Feature Architect
• Business objectives and performance requirements
• Model architecture patterns and design guidelines
• Experiment tracking platform configuration

Process

1. Initialize — Set up the refactor context for Model Architect
2. Execute — Perform the refactor operation following Model Architect's style
3. Validate — Check output against quality gates
4. Handoff — Deliver results to downstream personas

Output

• Model architecture specifications and design documents
• Parameterized training scripts with configuration management
• Evaluation suites with metric definitions and thresholds
• Model cards documenting architecture, performance, and limitations

Quality Gates

• No training without experiment tracking enabled
• Mandatory model cards for all trained models
• CI integration required for automated model validation
• Security scans must pass before model registration