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From Shapefiles to Self‑Driving Spatial Analysis: When GIS Meets Multi‑Agent AI

Shapefiles are not glamorous. They do not trend on X. They do not arrive with a cinematic demo video. They sit quietly inside urban planning departments, logistics dashboards, agricultural surveys, disaster response systems, environmental studies, real estate models, and public health maps. Then someone needs to clip a layer, create buffers, run an overlay, calculate spatial relationships, or generate Voronoi polygons, and suddenly the supposedly simple data task becomes a small pilgrimage through GIS software, file formats, coordinate systems, geometry types, and attribute tables. ...

February 22, 2026 · 14 min · Zelina
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Org Charts for Robots: What AgentArch Really Tells Us About Enterprise AI

Enterprise AI teams love an architecture diagram. Boxes, arrows, specialist agents, memory stores, tool registries, a tasteful orchestrator sitting at the top like a middle manager with JSON access. It looks reassuring. It looks intentional. It also looks suspiciously like the kind of thing that can fail in six different places while still producing a beautifully formatted answer. ...

September 20, 2025 · 16 min · Zelina