[DEF-sariad] Comprehensive model card + training report + manifest update

[DEF-sariad] Venv rebuild + 100ep configs + CUDA kernel recompile + MAP update

[DEF-sariad] Phase 2: DINOv2 feature-space anomaly detection + 8 CUDA kernels

[DEF-sariad] Full training report + Phase 2 plan (feature-space detection)

[DEF-sariad] Combined SAR+thermal model complete — val_loss 2.60, pushed to HF

[DEF-sariad] Combined SAR+thermal training (62.8K images, 893 img/s)

[DEF-sariad] Full SAR anomaly benchmarks + HF push complete

[DEF-sariad] CUDA kernel benchmarks + HF push script + training status

[DEF-sariad] Docker serving infrastructure + CUDA backend integration

[DEF-sariad] Full training pipeline + 6 CUDA kernels (124x median filter speedup)

[DEF-sariad] Phase 4: SAR anomaly detection CUDA kernels (2 ops, sm_89)

Scaffold DEF-sariad PRD, tasks, CUDA/MLX benchmark tooling, and CUDA-server handoff

Initial scaffold: DEF-sariad