Paths

Data Engineer (EO pipelines) ~75 min Build pipelines that respect latency budgets and preserve lineage. Decision-maker / Strategy ~60 min Avoid buying a story that cannot survive physics, operations, or adversaries. EO / GEOINT Analyst ~60 min Interpretations you can defend: measurement vs inference with uncertainty intact. Security / Provenance Engineer ~65 min Make transformations verifiable and products defensible.

Audit-grade intelligence products ~70 min Defensibility, reproducibility, verifiability. Disaster response / Near real-time mapping ~55 min Time-to-answer without speed theater. Training data for spatial AI ~60 min Training signals that match reality—not just benchmarks.

15 minutes (orientation) ~15 min A minimal route: evidence, latency, provenance. 60 minutes (working model) ~60 min A practical model of observation → trust → action. Half day (field manual core) ~240 min Design, critique, and defend an EO system under real constraints.