The WYRD Protocol Architecture. The goal is to move the "World Model" out of the LLM's fleeting memory and into a structured Entity-Component-System (ECS). World-class foundation for deterministic AI world-modeling. Light-weight agnostic world-modeling system designed for the next generation of AGI, AI gaming, AI RPGs, and AI charactor systems.

Data-driven deep learning framework designed to predict future Land Surface Temperature (LST) and Normalized Difference Vegetation Index (NDVI) maps conditioned on proposed changes in land cover, using a Metadata-Augmented U-Net

Track land use land cover changes in specific region geometries using DynamicWorld data

Hybrid ML + GIS pipeline for wildfire vegetation risk: U-Net segmentation on Sentinel-2 with Dynamic World labels, fused with line-distance and slope to produce a tunable risk raster. Validated across three external California AOIs.

See how any place on Earth has changed — pick a region, pick two dates, get a change map.