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Building an Adaptive Agentic Cybersecurity System with NVIDIA Nemotron
1+ week, 4+ day ago (324+ words) Continuous offense-defense testing creates this feedback loop. Controlled attacks produce the telemetry and ground truth defensive agents need to expose gaps, improve coverage, and retest. However, the end-to-end cycle still requires significant manual effort. Could red and blue agents powered…...
Giga-Scale AI and the Ethernet Evolution: How Spectrum-X Ethernet Rewrites the Rules
2+ week, 5+ day ago (468+ words) The massive growth of generative AI has fundamentally altered data center design. As distributed model training scales to span hundreds of thousands of GPUs, the scale-out network connecting these nodes has emerged as a first-order performance bottleneck. For decades, traditional…...
Where Security Fits in an AI Agent Stack
3+ week, 1+ day ago (708+ words) AI safety and security teams at NVIDIA explore where security controls belong as AI agents take on increasingly complex work. Recent NVIDIA research underscores the importance of the harness layer in the agent stack. Using Agentic Variation Operators (AVO), researchers…...
How Generative Recommenders Are Redefining RecSys at Scale
3+ week, 4+ day ago (347+ words) Recommender systems (RecSys) are one of the most ubiquitous machine learning problems in the consumer internet industry yet notoriously difficult to train and…...