Planetary Prediction Engine — Tutorial

A plain-language tutorial on turning a location-aware question into a candidate prediction map, and then using that map without confusing it for a command.

Page	Title	Idea
01	The weeks before the map	Why geospatial questions take more than an algorithm.
02	Ask a question the map can answer	Geography, time, target, and task.
03	Find the signals	Data Commons, Earth Engine, proxies, and provenance.
04	What an embedding adds	Learned spatial representations from complex data.
05	Keep tomorrow out of today	Target leakage and honest evaluation.
06	Fast does not mean right	Benchmarks, overfitting, and distribution shift.
07	From map to field team	Prediction as a way to allocate attention.
08	Invent the local handoff	Build an open, pilot-honest workflow.

The tutor teaches one idea at a time, then offers the matching page. The final page is a reminder; the learner invents in chat.