Decentralized Earth Observation.
Verifiable Climate MRV.
Computer vision neural backends segmenting individual tree crowns, mangrove coastal buffers, and agricultural crop parcels. Verified on Bittensor NetUID 498 with zero-leakage golden ground truth.

Vertices: 28 pts · IoU: 0.88 · Net Canopy Weight: 0.002
Participate as a Vision Miner
Deploy your tree detection and canopy segmentation stack. Process 30cm satellite chips, generate polygon contours, and earn on-chain TAO emission.
Run an Evaluation Validator
Stream satellite batches, evaluate miner fidelity against secret local NVMe Golden Sets, and commit consensus weights to NetUID 498.
Live Miner & Validator Leaderboard
Real-time telemetry showing UID 6 (Top Miner) earning 100% incentive and UID 5 (Lead Validator) committing on-chain weights with zero-leakage golden truth.
Active City Run: Baikal Basin (BBA)
1,083 satellite chips currently undergoing decentralized canopy annotation, Scots Pine classification, and 18,450 ha farmland parcel delineation.
How the Climate MRV Flywheel Works
A self-reinforcing cryptographic feedback loop aligning economic incentives with planetary ecological ground truth.
Satellite Task Distribution
Validator → MinersValidators stream high-resolution 30cm Sentinel-2 & WorldView chips. Ephemeral task URLs are served via R2 with cryptographic time-bound access.
Multi-Modal Canopy Delineation
Miners (Vision Stacks)Miners run YOLOv8, SAM, and custom neural backends to detect individual tree crowns, mangrove biomes, and cropland boundaries with flexible polygon vertices.
Zero-Leakage Golden Truth Scoring
Validator Secret EvaluationValidators inject private Golden Set chips strictly isolated on local NVMe disk (never uploaded to R2). Scoring evaluates spatial IoU, species fidelity, and net canopy weight.
Consensus & Commercial Export
On-Chain Rewards & StorageHigh-confidence winning annotations fuse into the commercial dataset in R2 (commercial/images/ and JSONL). Validators commit on-chain weights to NetUID 498.
Strict Golden Ground Truth Isolation
Golden benchmark chips and labels remain strictly isolated on each validator’s local NVMe disk and are never pushed to public buckets. Miners must perform true computer vision inference, guaranteeing cheat-proof on-chain emission distribution.