Autonomous self-improving 4x DGX Spark (GB10) stack. DSV4F-DSpark=orchestrator/router; Two-Tower NVFP4(1-GPU)=diffusion; Nemotron-3-Omni=multimodal ingest; Gemma-4-12B=LoRA trainer; Qwen3.6-27B-NVFP4=light inference; cloud=rate-limited audit. Hermes MoA routing, ~90% local, self-LoRA feedback loop.
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