Frontline Investigation

Sep 17, 2026 · R&D Management

Why Expanding Knowledge Bases Make Outdated Answers More Convincing

This article explores why updated knowledge bases often still surface outdated answers, explaining how older content's completeness and familiarity outweigh newer, conditional rules, and argues for embedding version context, applicability conditions, and source traceability into AI-generated answers to maintain trustworthiness.