Meta Global AI Developer Hackathon · Indie Developer
Every plant judgment
has evidence.
03:00 · 1080p · English captions
Online: Meta evidence and human review
Inspect real recorded SAM 3.1 / Muse Spark evidence, keep human decisions separate, and export provenance. A separate recorded Muse-to-MCP trace shows an agent requesting perception and returning a bounded human-review step. Recorded examples work without a model key; fresh inference requires authorization.
Local research · Not deployed
Measured agricultural recognition
After calibration on 20 images, a pretrained agricultural detector reached 96.7% weed precision and 60.7% recall on 40 further public dataset images. The smallest-target recall regressed. These are image-disjoint samples within the same public sugar-beet dataset, with no new model training by GreenPoint. Inspect all methods and failure cases.