fix: render AdaRound FP8 loss as $$\min \|Wx - \tilde{W}(V)x\|_2^2$$ and add blue flower limitation disclaimer (Brunonia/Dampiera validation)

docs: add FP8 hardware warning to Server/Desktop GPU/CPU

feat: vis heatmap in --vis (no new arg)

fix: gate unknown on conf to avoid dummy-centroid false UNKNOWN on high-conf Eucalyptus

add: species_centroids.npz dummy 1MB cache for unknown detection

feat: centroid-based unknown species detection (2MB cache)

fix: CLI public release fallback to species_labels.json + safetensors

Re-bench 2/3/4-view sequential BF16 2026-08-30: Dense 4View 98.31% / MoE BEST 99.42% (bench_multiview_finals.json)

Update Model Card to match exact FP8-AdaRound and standard INT8 repo filenames

Add direct download links, accurate AdaRound FP8 vs INT8 quantization specs, and clean filenames

Rename PlantDetect-FP8.safetensors to PlantDetect-FP8-AdaRound.safetensors

Rename PlantDetect-Dense-FP8.safetensors to PlantDetect-Dense-FP8-AdaRound.safetensors

Rename PlantDetect-4View-FP8.safetensors to PlantDetect-4View-FP8-AdaRound.safetensors

Rename PlantDetect-Dense-4View-FP8.safetensors to PlantDetect-Dense-4View-FP8-AdaRound.safetensors

Remove src/models/moe_swiglu_v2.py

Remove src/models/plant_vit_v2.py

Update src\models\subcenter_arcface.py

Update src\models\plant_vit_v2.py

Update src\models\mricore_stem.py

Update src\models\mor_vit.py

Update src\models\mor_cnn.py

Update src\models\moe_vit.py

Update src\models\moe_swiglu_v2.py

Update src\data\taxonomy.py

Update src\data\plant.py

Upload litert/PlantDetect-Dense-4View-FP16.tflite

Upload litert/PlantDetect-Dense-4View-INT8.tflite

Upload litert/PlantDetect-Dense-FP16.tflite

Upload litert/PlantDetect-Dense-INT8.tflite

Upload onnx/PlantDetect-Dense-4View-INT8.onnx

Upload onnx/PlantDetect-Dense-4View-FP32.onnx

Upload onnx/PlantDetect-Dense-INT8.onnx

Upload clean PlantDetect-Dense-4View-INT8.safetensors

Upload clean PlantDetect-Dense-4View-FP8.safetensors

Upload clean PlantDetect-Dense-INT8.safetensors

Upload clean PlantDetect-Dense-FP8.safetensors

Upload clean PlantDetect-4View-FP8.safetensors

Upload clean PlantDetect-FP8.safetensors

Remove src/src/models/subcenter_arcface.py

Remove src/src/models/plant_vit_v2.py

Remove src/src/models/plant_vit.py

Remove src/src/models/mricore_stem.py

Remove src/src/models/mor_vit.py

Remove src/src/models/mor_cnn.py

Remove src/src/models/moe_vit.py

Remove src/src/models/moe_swiglu_v2.py

Remove src/src/models/__pycache__/subcenter_arcface.cpython-312.pyc

Remove src/src/models/__pycache__/plant_vit_v2.cpython-312.pyc

Remove src/src/models/__pycache__/plant_vit.cpython-312.pyc

Remove src/src/models/__pycache__/mor_vit.cpython-312.pyc