How to Install Immich on UGREEN NAS with GPU Acceleration
mariushosting.com/how-to-insta... #UGREEN #NAS #Docker #Dockhand #Immich #GPU #NPU #iDX6011 #ImmichGPU #HardwareAcceleration #selfhost #selfhosted #selfhosting #Photos #Albums #Photography #Library #UGOS #UGOSPRO #mariushosting

An agentic copilot called Coco is deployed with TPU architects to help set up experiments, run simulator sweeps, and derive insights for ML accelerator co-design, where pretrained LLMs lack evidence on novel design points. Built…

#AI #HardwareAcceleration #CoDesign
https://arxiv.org/abs/2610.02376

First GPGPU-integrated PQC unit achieves 42.6× NTT acceleration with only 134 logic cells—smallest reported accelerator. Synthesizable RTL verified via 253 tests, formal proofs, and ASIC synthesis to 702 MHz on ASAP7 7nm.

#PostQuantumCrypto #HardwareAcceleration #Research