§ VALIDATION · AMBER

AUTO_DIGITIZE_LOW_CONFIDENCE

Imported or auto-generated geometry likely still needs manual cleanup before production.

Import and cleanup confidenceDeterministic rule
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What it means

Imported or auto-generated geometry likely still needs manual cleanup before production.

Why it matters

A design can pass simple SVG checks and still be poor embroidery logic.

Common triggers

  • high node counts
  • ambiguous segmentation
  • messy imports

Typical fixes

  • simplify geometry
  • review stitch choices
  • walk through guided cleanup

Notes

  • Should remain deterministic through heuristic scoring.

Plan references

  • plan/57-context-aware-validation-matrix.md