NVIDIA SkillSpector: AI Security Scanning for Safe Skill Deployment

In this tutorial, we use NVIDIA SkillSpector to evaluate AI skills for security risks before deployment. We build a corpus of benign and deliberately vulnerable skills, then scan them through SkillSpector’s programmatic LangGraph workflow. We organize the risk scores and findings with pandas, then visualize severity and category distributions. We export results in SARIF format, register a custom analyzer, and optionally apply an LLM-based semantic pass.

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Flash-KMeans: The GPU-Powered Clustering Algorithm That Beats FAISS by 200x

Flash-KMeans

Flash-KMeans is an open-source, IO-aware implementation of standard Lloyd’s k-means in Triton GPU kernels. It does not change the math or approximate. FlashAssign removes distance-matrix materialization; Sort-Inverse Update eliminates atomic contention. On an NVIDIA H200, it reports 17.9× end-to-end, 33× over cuML, and over 200× over FAISS.

The post Meet Flash-KMeans: An IO-Aware, Exact K-Means That Runs Over 200× Faster Than FAISS on GPUs appeared first on MarkTechPost.

Artificial Intelligence: The Future of Technology, Grab It

Artificial Intelligence: The Future of Technology, Grab It

Artificial Intelligence (AI) is a branch of computer science that aims to create machines capable of intelligent behavior. It encompasses a wide range of technologies and approaches, enabling computers to perform tasks that typically require human intelligence. These tasks include learning, reasoning, problem-solving, perception, language understanding, and even decision-making. Artificial Intelligence: The Concept The concept … Read more

Artificial Intelligence: A Brief History of Time

AI The Beginnings

Welcome to “Artificial Intelligence Concepts,” where we delve into the transformative world of AI. This article will introduce you to foundational ideas, key technologies, and essential terminologies shaping the AI landscape today. Whether you’re a tech enthusiast or a curious learner, this guide will provide a comprehensive overview of the critical concepts driving the AI … Read more