Why AI-Native Data Pipelines Beat Manual QA
The real cost of a dataset isn’t the collection — it’s everything that happens after. Here’s where automation actually pays off.
Blog
Notes from
Notes from
the field.
Thoughts on geo data collection, field data, GIS and AI workflow automation — from the team that runs the programmes. New posts landing soon.
Egocentric Video: What It Takes to Train Real-World AI
Head-mounted capture looks simple until you need ten thousand hours of it to stay consistent.
GIS at Scale: Field Verification vs. Remote Sensing
Satellite imagery gets you close. Ground truth gets you right. Where the two approaches actually meet.
The Real Cost Per Record
Cost per record isn’t a collection metric — it’s a pipeline metric. Here’s how automation moves it.