detectTargets() can offload the DNN front-end to the GB10 DGX (curt_dnn_remote): CuasDnnRemote uploads the LoG-conditioned stack once, the DGX builds the pyramid and runs full-res shift-and-stitch per (level,scene), returning the full-frame {dx,dy,s,Vx,Vy} (-OFFSET) + ROI 121-cell softmax*s (-RECT/-HYPER-RECT). Auto-launches the server if down (bundled cuas_dnn/ scripts, or curt_dnn_remote_srcdir local-repo override - mirrors the GPU-kernel default-vs-override). Synthetic targets are mixed into the upload stack so synth works on the remote path. 4 curt_dnn_remote_* dialog params, grouped with the model fields. Local CPU path unchanged (curt_dnn_remote=false) for Layer 2. Validated end-to-end; shift-and-stitch is fp64-exact vs per-pixel.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>