Research Preview · v0.4.1
Neural Superposition
for Phytopathology.
Quoryn resolves overlapping latent signatures in crop morphology to identify multi-pathogen and environmental stressors before they manifest in observable degradation.
38
Disease classes
4096
Latent dimensions
1.2M
Sample corpus
01 · Live Superposition Inference
Simultaneous detection of co-existing pathologies within a single cellular structure.

Sample · QX-9942-B
● Active Scan
Grad-CAM Activation

Uncertainty Map

Superposition Inference
Multi-label Latent Decomposition
Inference
14ms
Phytophthora Infestans94.2% [±0.4]
Early Blight (Alternaria)38.6% [±2.1]
Septoria Leaf Spot12.8% [±1.8]
Nutrient Deficiency · K7.4% [±1.2]
Leaf Curl Pathogen0.3% [±0.1]
Note · Overlapping activations detected in latent sector 0x8F. Co-occurrence of fungal-spore and chlorosis features suggests a mixed pathogen-deficiency state — the superposition layer routes both signatures through shared basis vectors.
Latent Density · z₃₂
0.412
Training Loss · log
0.0042
N-Dimensional Cluster Projection
live · latent stream