EPOVIS Journal
Better questions. Better inspection.
Notes on vision, agents and trustworthy field inspection.
Understand it.EPOVIS JOURNAL
Featured reading · Field guide
How to link inspection photos, rework and reinspection to a serial number
Keep the asset, inspection point and criteria linked to the original evidence. Record corrective work and independent reinspection separately so the next shift can understand what is still unresolved.
Why multimodal models are better suited to explain what is wrong
Industrial anomalies include missing parts, wrong assembly, relationships and incorrect content—not only scratches or color shifts.
Few-shot is not magic: launching inspection with limited examples
Few-shot anomaly detection can lower startup cost, but representative references, consistent imaging and explicit acceptance boundaries still determine the outcome.
Why inspection needs an Agent Team—not one all-powerful chat box
Detection, standards, conflict review and learning governance solve different problems. Specialization improves traceability but also creates coordination cost.
Beyond accuracy: defining an AI inspection system that can go live
Industrial anomalies include surface damage and logical errors in count, position and relationships. One aggregate number cannot evaluate them all.