Guan

Academic search systems are evolving from simple document retrieval to sophisticated tools that support synthesis and conversational interaction, driven by GenAI innovations.

LLMs alone can't reliably build WebGIS tools; externalized governance using knowledge graphs and structured architectures is key to overcoming context constraints, stochasticity, and other limitations.