As modern enterprise and cloud environments scale, the complexity and volume of network traffic increase dramatically. NetFlow is used to record metadata about the traffic flows traversing a network device such as a router, switch, or host. NetFlow data, essential for understanding network traffic, can be effectively modeled as graphs where edges capture properties such as connection duration and…
]]>NVIDIA NeMo Agent toolkit is an open-source library for efficiently connecting and optimizing teams of AI agents. It focuses on enabling developers to quickly build, evaluate, profile, and accelerate complex agentic AI workflows?—?systems in which multiple AI agents collaborate to perform tasks. The Agent toolkit acts as a unifying framework that integrates existing agents, tools…
]]>Building a question-answering chatbot with large language models (LLMs) is now a common workflow for text-based interactions. What about creating an AI system that can answer questions about video and image content? This presents a far more complex task. Traditional video analytics tools struggle due to their limited functionality and a narrow focus on predefined objects.
]]>Every day, security operation center (SOC) analysts receive an overwhelming amount of incoming security alerts. To ensure the continued safety of their organization, they are tasked with wading through the incoming noise, triaging out false positives, and sniffing out what could be indicators of a true security breach. However, the sheer quantity of alerts may mean that important early indicators…
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