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Ajeet Singh Raina
One Year of Model Context Protocol: From Experiment to Industry Standard

One Year of Model Context Protocol: From Experiment to Industry Standard

How a November 2024 Launch Became the "USB-C for AI" in Just 12 Months

By Ajeet Singh Raina 23 Dec 2025
Why Developers Are Moving to Docker Hardened Images (DHI)?

Why Developers Are Moving to Docker Hardened Images (DHI)?

What if securing your containers was as simple as changing one line in your Dockerfile? Docker Hardened Images—now free for everyone—delivers zero-CVE base images and 95% smaller (distroless approach) while maintaining full compatibility with your existing workflows.

By Ajeet Singh Raina 19 Dec 2025
Docker Sandboxes Tutorial and Cheatsheet

Docker Sandboxes Tutorial and Cheatsheet

Docker Sandboxes lets AI coding agents like Claude Code run safely in isolated containers. Get full autonomy without compromising your localhost security. Docker Desktop 4.50+

By Ajeet Singh Raina 17 Dec 2025
Understanding Claude's Conversation Compacting: A Deep Dive into Context Management

Understanding Claude's Conversation Compacting: A Deep Dive into Context Management

Ever seen "Compacting our conversation so we can keep chatting..." in Claude? It's not a bug—it's a feature that lets you have 100k+ token conversations without losing context. Here's how to leverage it for complex Docker and AI projects. 🧵

By Ajeet Singh Raina 11 Dec 2025
Kubernetes and GPU: The Complete Guide to Running AI/ML Workloads at Scale

Kubernetes and GPU: The Complete Guide to Running AI/ML Workloads at Scale

A comprehensive deep dive into GPU orchestration in Kubernetes — from device plugins and the GPU Operator to advanced sharing strategies like MIG, MPS, and time-slicing. Learn how to schedule, monitor, and optimize GPU workloads for AI/ML at scale.

By Ajeet Singh Raina 08 Dec 2025
Complete Step-by-Step Tutorial: GPU-Accelerated Dental AI Training on NVIDIA Jetson AGX Thor

Complete Step-by-Step Tutorial: GPU-Accelerated Dental AI Training on NVIDIA Jetson AGX Thor

Robotics is at an inflection point. We're witnessing a fundamental shift from single-purpose, fixed-function robots to generalist machines that can adapt, reason, and perform diverse tasks across unpredictable environments. This transformation demands something unprecedented: the ability to run massive generative AI models—large language models (LLMs), vision language

By Ajeet Singh Raina 26 Nov 2025
Introducing the Penpot Docker Extension: One-Click Deployment for Self-Hosted Design

Introducing the Penpot Docker Extension: One-Click Deployment for Self-Hosted Design

I am thrilled to share the release of the Penpot Docker Extension, a tool designed to streamline the deployment and management of a complete self-hosted Penpot instance directly within Docker Desktop.

By Ajeet Singh Raina 23 Nov 2025
Understanding Quantization in AI

Understanding Quantization in AI

Quantization = compressing a model by lowering the precision of numbers, making it smaller, faster, and cheaper to run, often with only a small drop in accuracy.

By Ajeet Singh Raina 21 Nov 2025
LLM Chat UIs That Support MCP: Your Complete Guide to Building Smarter AI Workflow

LLM Chat UIs That Support MCP: Your Complete Guide to Building Smarter AI Workflow

From Claude Desktop to Cursor: A complete breakdown of which AI chat interfaces support MCP—and which ones are worth your time. Because in 2025, your AI assistant should do more than just talk.

By Ajeet Singh Raina 15 Nov 2025
Connecting to Your NVIDIA Jetson AGX Thor via Type C cable on macOS

Connecting to Your NVIDIA Jetson AGX Thor via Type C cable on macOS

No monitor? No problem. Learn how a simple USB Type-C charging cable and serial console access saved a student demo at our Docker meetup.

By Ajeet Singh Raina 13 Nov 2025
Dynamic MCP: Teaching AI Agents to Configure Themselves

Dynamic MCP: Teaching AI Agents to Configure Themselves

What if your AI chatbot could configure itself based on what customers ask, without developers editing config files? That's Dynamic MCP.

By Ajeet Singh Raina 11 Nov 2025
Running Vision Models Locally with Docker Model Runner: A Complete Tutorial

Running Vision Models Locally with Docker Model Runner: A Complete Tutorial

Want to add vision capabilities to your applications without sending data to external APIs? Docker Model Runner makes it straightforward to run multimodal AI models locally, giving you complete control over your data while using the familiar OpenAI-compatible API format.

By Ajeet Singh Raina 09 Nov 2025
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Ajeet Singh Raina

Docker. Kubernetes. Agentic AI.

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Ajeet Singh Raina
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Ajeet Singh Raina

Docker. Kubernetes. Agentic AI.