D-Bot (LLMs as Database Administrators)

Knowledge detection: Automatically detects database-maintenance knowledge from documentation and tool outputs, continuously updating its operational knowledge base.

Tree-of-thought diagnosis: Uses tree-of-thought reasoning for root-cause analysis of database performance and reliability issues.

Multi-LLM collaboration: Collaborative diagnosis among multiple LLMs yields better root-cause identification than single-model analysis.

DBA augmentation: Positions LLMs as augmenting DBAs rather than replacing them, with concrete value on knowledge retrieval and diagnostic reasoning.