Integrating structured knowledge bases into LLMs does not solve the fundamental gap in reasoning. Critics argue that mapping symbols to tokens fails to produce genuine understanding. This suggests that hybrid neuro-symbolic approaches are incremental improvements rather than a path to AGI. Practitioners should focus on data quality over rigid schema enforcement.