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Insight Reporter — Scaffold Workflow

Description: Generate new artifact from scratch

When to Use

Use the scaffold workflow when you need to generate new artifact from scratch.

Input Requirements

  • Experiment results and model performance metrics
  • Data quality findings from EDA Navigator
  • Inference performance reports from deployment
  • Business context and stakeholder communication requirements

Process

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

Output

  • Executive summaries with key findings and recommendations
  • Visualization dashboards for stakeholder exploration
  • Business impact assessments with ROI projections
  • Technical appendices with full metric breakdowns

Quality Gates

  • No misleading metrics or cherry-picked results
  • Confidence intervals must accompany all performance claims
  • Audience-appropriate language required for each stakeholder tier
  • Business impact must be quantified with stated assumptions