§ SECTION · 01

What AI can do

The validation engine is mostly deterministic — explicit rules against measurable thresholds. A smaller AI-assisted layer handles severity ranking across interacting findings, suggested fix selection when multiple deterministic remediations are valid, and pattern detection trained on flagged production runs.

Articles · 1

ALL·INFORMATIONAL·EXPLAINER
Embroidery file validation: what it catches (and what it misses)
Embroidery file validation is mostly deterministic rules — hoop fit, density, satin length, format integrity — with a smaller AI-assisted layer for severity ranking and snag prediction. Here's the split, plus the failure modes no validator catches.

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