NVIDIA's latest inference optimizations — FP8/INT4 quantization, 2:4 structured sparsity, and TensorRT-LLM system improvements — dramatically increase throughput and cut deployment cost with negligible accuracy loss.
NVIDIA's Isaac GR00T N1 is the first genuinely open humanoid robot foundation model. Its dual-system architecture — a VLM for high-level reasoning plus a Diffusion Transformer for precise motion control — lets a single model run across multiple robot hardware platforms.
NVIDIA Lyra 2.0 generates geometrically consistent, indefinitely explorable 3D worlds from a single image. Its geometry-guided frame retrieval solves spatial forgetting and temporal drift while preserving generation quality — released open source under Apache 2.0 in April 2026.