As Discord continues to evolve as the primary platform for community building, gaming, and collaboration, the need for intelligent automation and AI-powered community management becomes increasingly important. The Model Context Protocol (MCP) opens up exciting possibilities for integrating AI assistants like Claude directly with Discord servers, enabling sophisticated bot interactions, content moderation, and community engagement […]

Have you ever wished you could manage your Kubernetes clusters more easily without switching between multiple tools and terminals? Imagine managing K8s clusters using simple natural language commands instead of memorizing dozens of kubectl incantations. Well, the wait is over. Docker’s Model Context Protocol (MCP) Toolkit is revolutionizing how we interact with Kubernetes, bringing AI-powered […]

Let’s face it—search isn’t what it used to be. It’s not just about how people find information, but who (or what) is doing the searching. Think about it. Users aren’t just typing into search bars anymore. They’re having conversations with voice assistants, chatting with AI copilots, and letting embedded agents help them make decisions on […]

Ever tried building a GenAI application and hit a wall? 🧱 I know I have. You start with excitement about implementing that cool chatbot or content generator, but then reality hits. You’re either sending sensitive data to third-party APIs with usage limits and costs that quickly add up 💸, or you’re wrestling with complex local […]

Ever tried building a GenAI application and hit a wall? 🧱 I know I have. You start with excitement about implementing that cool chatbot or content generator, but then reality hits. You’re either sending sensitive data to third-party APIs with usage limits and costs that quickly add up 💸, or you’re wrestling with complex local […]

As AI assistants like Claude become increasingly sophisticated, the ability to integrate them with our existing platforms and tools becomes more valuable. One exciting development in this space is the Model Context Protocol (MCP), which enables AI assistants to interact with various systems through standardized interfaces. Today, I’ll walk you through setting up and using […]

I’ve been eyeing the NVIDIA Jetson lineup for ages, and when the Orin Nano Super was released, I knew I had to get my hands on one. After weeks of hunting—and honestly, some desperate emails to NVIDIA—I finally scored this tiny yet mighty AI computer. My first thought? “Let’s get Docker Desktop running on this […]

TensorRT-LLM is essentially a specialized tool that makes large language models (like ChatGPT) run much faster on NVIDIA hardware. Think of it this way: If a regular language model is like a car engine that can get you from point A to point B, TensorRT-LLM is like a high-performance tuning kit that makes that same […]

Recently, I upgraded my Jetson Orin Nano from JetPack 5.X to the latest JetPack 6.2. This represents a significant update, moving from Ubuntu 20.04 to Ubuntu 22.04 as the base OS and bringing numerous performance improvements. I’ve documented the entire process to help others make this transition smoothly. Why Upgrade? JetPack 6.1 offers several compelling […]

Ollama is an open-source framework that lets you run large language models (LLMs) locally on your own computer instead of using cloud-based AI services. It’s designed to make running these powerful AI models simple and accessible to individual users and developers. Key features of Ollama include: Ollama Cheatsheet Ollama is a lightweight, open-source framework for […]

Are you a developer ready for an immersive learning experience that will revolutionize your AI skills? NVIDIA GTC 2025 is back this year, and it promises to be one of the premier AI and accelerated computing conferences in the world. Whether you’re a seasoned GPU programmer or just starting your journey with AI, NVIDIA GTC […]

I recently had the opportunity to collaborate with Raveendiran RR, a Docker Community Speaker and Generative AI enthusiast, to present on this exciting topic at Cloud-Native LLMOps Day in Bengaluru. Together, we explored the transformative potential of Model Context Protocol in modern AI development workflows, sharing insights with the vibrant tech community. This blog post expands on the key […]

In today’s fast-paced financial landscape, mastering DevOps skills isn’t just for tech teams – it’s key to smarter financial management and portfolio efficiency. These skills streamline workflows, improve data accuracy, and enable better decision-making. Whether it’s automating pipelines or ensuring system reliability, practical DevOps expertise helps organizations stay competitive in managing finances and optimizing investment […]

Docker containers provide excellent isolation for applications, but accessing physical USB devices within a container can be challenging. By leveraging the USB/IP protocol, you can share USB devices over the network and use them in Docker containers. This guide will walk you through: We’ll use USB/IP, nsenter, and Docker to facilitate USB over IP and […]

NVIDIA has just reinvented edge computing with its latest offering – the Jetson Orin Nano Super Developer Kit. This isn’t just an incremental update; it’s a significant leap forward in bringing generative AI capabilities to the edge at an unprecedented price point of $249. Comparing Jetson Nano Vs Jetson Orin Nano Super The NVIDIA Jetson Orin […]

You might wonder “What does Docker Desktop have to do with AI?” The answer lies in Ask Gordon, an innovative AI-powered assistant that’s now integrated into both Docker Desktop and the Docker CLI. This integration represents a significant step forward in making the Docker ecosystem more accessible and efficient for developers. What is Ask Gordon? […]

In today’s AI landscape, managing interactions between applications and language models can be complex and inconsistent. The Model Context Protocol (MCP) aims to solve this by providing a standardized way to handle these interactions. Let’s dive into what MCP is and why you might need it in your projects. What is MCP? The Model Context […]

  TL;DR: We’ll set up and run a Model Context Protocol (MCP) server that communicates with Snowflake to run SQL queries. We’ll install using Smithery (a frictionless approach for installing MCP servers). Then we’ll run the server, show logs, and test a quick read query. Overview The mcp-snowflake-server is an MCP server that bridges your […]

Have you noticed how arm64 is making waves in the container world? It started with single-board computers like the Raspberry Pi and mobile devices, but now it’s powering Apple Silicon Macs and cloud offerings from AWS, Google Cloud, Azure, and Hetzner. And the best part? These Arm-based instances are often cheaper than their Intel/AMD counterparts. In fact, […]