AI & ML

Used for AI and ML related posts

NVIDIA GTC Washington, D.C. Keynote Highlights: The Dawn of the AI Worker and Accelerated Everything

On October 28, 2025, NVIDIA CEO Jensen Huang delivered the GTC Washington, D.C. keynote, focusing on the future of technology across key strategic domains: AI, 6G, Quantum, Models, Enterprise Computing, Robotics, and Factories. His address positioned NVIDIA not just as a hardware leader but as the architect of a new industrial and economic era.

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Chat with Your ACI Fabric

ACI Fabric, Meet Your AI Assistant: The Dawn of Conversational Network Management. Model Context Protocol (MCP) is A pivotal enabler for the intelligent interaction. MCP is an emerging open standard that functions as a “universal translator” or, more colloquially, a “USB-C port for AI applications”. It provides a standardized method for AI models to connect with diverse external data sources and tools. This protocol standardizes how AI applications can supply crucial context, such as documents, database records, API data, and web search results, to the Large Language Models (LLMs), thereby allowing them to interact meaningfully with external systems.

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Command Your ACI Fabric with Conversation: AI + MCP in Action

The Model Context Protocol (MCP) is reshaping the way network professionals interact with network infrastructures. Instead of relying on complex CLI commands or APIs, MCP enables natural language communication with the network. APIC-MCP-Server is a Python-based MCP (Model-Context-Protocol) server I developed to enable interactive communication with Cisco ACI fabrics through the APIC. Designed for scalability and intelligence, it allows AI agents to use targeted “tools” to perform specific operations across the network. Built with Python and the FastMCP framework, this server offers a dynamic and extensible interface that can discover and execute a wide range of ACI functions.

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