Human-in-the-Loop Design for Document AI Error Recovery
Routing errors early through calibrated confidence signals prevents downstream cascade failures.
Tomáš Hrubeš
Section
Production Failure Modes
6 stories in Production Failure Modes.
Field Relationship Errors in Multi-Entity Document Extraction
Silent field-relationship errors hide wrong entity assignments that pass basic validation checks.
Adaeze Nwofor
Upstream Model Update Failures in Document AI Pipelines
Silent model updates break document pipelines without triggering alerts.
Callum Ferris
Layout Edge Cases That Break Production Document Parsers
Silent field drops happen when document layout shifts break parser assumptions.
Tomáš Hrubeš
Schema Drift in Long-Running Document AI Pipelines
Contracts and output validation catch schema changes that silent pipelines otherwise hide.
Tomáš Hrubeš
Silent Row Dropping in Large-Array Document Extraction
Missing table rows can pass validation while corrupting downstream analytics.
Callum Ferris