…His current work spans NVIDIA GB10 SoC platforms, DGX Spark, UEFI and microcontroller-based management, low-touch provisioning, firmware updates, and fleet control for client, edge, and AI systems. He has held…
…A failed prefill worker needs to properly reconnect to its leader after a restart, and rolling updates must preserve network topology to maintain low latency. The platform must treat multicomponent systems as…
…The platform also provides a foundation for future policy training directly from fluoroscopic images and other pixel-based observations. The catheter navigation workflow runs as a unified simulation loop that combines two…
…One year after their introduction, key updates include: Cosmos Transfer 2.5 —Faster and more scalable data augmentation from simulation and 3D spatial inputs, enabling greater diversity across environments, lighting conditions, and…
…the Query, Key, Value (QKV) scales using the updated policy weights. Data selection: This calibration is performed using the training data (prompts and generated responses) to ensure the scales reflect the current…
…Prior to NVIDIA, Farshad held technical roles at leading semiconductor and consulting companies, where he helped build and manage large-scale generative AI and MLOps platforms for top technology customers. View all…
…questions, share knowledge, and get support on NVIDIA technologies, platforms, and SDKs.. Ethical AI NVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development…
…Sim-and-Real Co-Training : A training approach that combines simulated and real-world robot data to build more robust and adaptable robot policies. World foundation models for robotics Cosmos world foundation…
…Platform teams manage clusters with declarative YAML, Helm deployments, rolling updates, and Prometheus or Grafana for observability. Automate GPU management with the NVIDIA GPU Operator The NVIDIA GPU Operator automates GPU driver…
…Multi-Teacher On-Policy Distillation enables continuous improvement and domain specialization by training Nemotron 3 Ultra with dense feedback from over ten domain-specific teacher models, supported by a massive and transparent…