Machine Heart

May 26, 2026 · Artificial Intelligence

Beyond Simple Map APIs: How Spatial‑Agent Enables LLMs to Build Executable Geo‑Analysis Workflows

Spatial‑Agent introduces a GeoFlow Graph middle layer that transforms natural‑language map queries into verifiable, step‑by‑step geospatial analysis workflows, showing significant accuracy gains on MapEval‑API and MapQA benchmarks and highlighting the importance of GIScience concepts for reliable LLM‑driven spatial reasoning.