Data Bricklaying Diary

Sep 7, 2026 · R&D Management

Why Enterprise AI Struggles to Adopt Frontline Experience: Build a Knowledge Collaboration Loop First

This article argues that enterprise AI projects fail not from poor ontology modeling but from lacking a knowledge collaboration loop where frontline judgments are captured with context, verified by authorized roles, transformed into testable assets, and continuously refined through operational feedback — without transferring accountability from experts.