Official Updated 12/12/2025 02:19 PM Preface: The primary difficulties in robotics learning involve bridging the gap between simulation and reality (the “reality gap”), enabling robust perception and decision-making in unpredictable environments, handling complex physical interactions like contact dynamics, ensuring safety and security, addressing high costs and lack of standardization, and overcoming workforce skill gaps, all…

Preface: Suppose you’re using cuML’s model persistence feature to load a serialized model from disk or a remote source. If the source is not trusted or validated, and the deserialization uses pickle or similar unsafe methods, it could execute arbitrary code. The attached diagram demonstrates arbitrary code execution via pickle, which aligns with CVE-2025-33214 and…

Preface: The security concerns regarding data integrity in Peripheral Component Interconnect Express (PCIe) transactions are a critical aspect of modern computing, particularly in data centers, cloud environments, and automotive systems where sensitive information is routinely handled. Historically, PCIe interfaces were considered relatively secure due to their placement inside a server enclosure, but the rise of…

Initial release – 02 December 2025    Preface: Triton Inference Server is an open source inference serving software that streamlines AI inferencing. Triton Inference Server enables teams to deploy any AI model from multiple deep learning and machine learning frameworks, including TensorRT, PyTorch, ONNX, OpenVINO, Python, RAPIDS FIL, and more. Background: The NVIDIA Triton Inference Server…

Official Updated 11/26/2025 Preface: AI vision models are artificial intelligence systems, often multimodal (Vision-Language Models or VLMs), that analyze and interpret visual data (images, videos) alongside text, enabling them to “see” and understand the world like humans, performing tasks from object recognition and image captioning to answering questions about visuals and generating new images, by…

Official Update 11/21/2025 04:36 PM Preface: NeMo Curator is a Python library that includes a suite of modules for data-mining and synthetic data generation. They are scalable and optimized for GPUs, making them ideal for curating natural language data to train or fine-tune LLMs. With NeMo Curator, researchers in Natural Language Processing (NLP) can efficiently…

Preface: While web vulnerabilities can lead to various cyberattacks, they don’t directly or exclusively cause ransomware attacks. CSRF attacks exploit the trust a website has in a user’s browser to perform unauthorized actions on that website, while ransomware involves malware that encrypts a user’s system and demands payment. Background: The official frontend user interface component…

Updated 11/21/2025 04:36 PM Preface: NVIDIA DGX Spark will be used by AI developers, researchers, and data scientists who need to prototype and deploy large AI models on their desktop, including those working with agentic AI, LLMs, and robotics. The NVIDIA DGX Secure Root of Trust (SRoT), more commonly referred to as the Hardware Root…

Updated 11/19/2025 09:03 AM Preface: NVIDIA Isaac is an AI robot development platform consisting of NVIDIA-accelerated libraries, application frameworks, and AI models that accelerate the development of AI robots such as autonomous mobile robots (AMRs), arms and manipulators, and humanoids. NVIDIA Isaac GR00T N1 is the world’s first open foundation model for generalized humanoid robot…

Official Updated 10th Nov 2025 05:39 AM Preface: The core design objective of NVIDIA AIStore (AIS) is to provide a high-performance, linearly scalable, and flexible storage solution specifically optimized for large-scale AI/ML and data analytics workloads. NVIDIA AIStore (AIS) provides secure access via a standalone Authentication Server (AuthN) that uses OAuth 2.0 compliant JSON Web…