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Ajeet Singh Raina

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Ajeet Singh Raina
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
Can I use Open Source AI Model with Docker Model Runner and Docker MCP Gateway?

Docker

Can I use Open Source AI Model with Docker Model Runner and Docker MCP Gateway?

This guide walks you through connecting models from the Docker AI Model Catalog to MCP servers, enabling your applications to leverage both local inference and external capabilities in a secure, reproducible Docker Compose environment.

By Ajeet Singh Raina 09 Nov 2025
5 Docker MCP Servers Every Frontend and Backend Developer Must Be Aware Of in 2025

5 Docker MCP Servers Every Frontend and Backend Developer Must Be Aware Of in 2025

Stop wasting hours setting up MCP servers. The Docker MCP Catalog provides 270+ enterprise-grade, containerized Model Context Protocol servers that install in seconds—no dependency hell, no environment conflicts, no cross-platform issues.

By Ajeet Singh Raina 03 Nov 2025
Building Production-Grade Dental AI: From Auto-Annotation to 99.5% Accuracy with YOLOv8 and NVIDIA Infrastructure

Building Production-Grade Dental AI: From Auto-Annotation to 99.5% Accuracy with YOLOv8 and NVIDIA Infrastructure

How we built, trained, and deployed a dental X-ray analysis system achieving 99.5% mAP50 accuracy using YOLOv8, Docker containers, and iterative model improvement using NVIDIA Jetson AGX Thor

By Ajeet Singh Raina 01 Nov 2025
Getting Started with NVIDIA Jetson AGX Thor Developer Kit: A Complete Reference Guide

Getting Started with NVIDIA Jetson AGX Thor Developer Kit: A Complete Reference Guide

If you're building robots, you're going to want to hear about this.

By Ajeet Singh Raina 31 Oct 2025
In This World of Influencers: Staying Ahead in the Container Space

In This World of Influencers: Staying Ahead in the Container Space

In this world of influencers, life is not easy. The pressure to stay visible, relevant, and knowledgeable is constant.

By Ajeet Singh Raina 28 Oct 2025
Does Docker Model Runner Use Token Caching? A Deep Dive into llama.cpp Integration

Does Docker Model Runner Use Token Caching? A Deep Dive into llama.cpp Integration

Docker Model Runner uses llama.cpp's KV cache for automatic token caching, eliminating redundant prompt processing in local LLM deployments. Discover how this built-in optimization works.

By Ajeet Singh Raina 24 Oct 2025
How to use Docker Hardened Images (DHI) in Kubernetes Deployments

How to use Docker Hardened Images (DHI) in Kubernetes Deployments

Designed to reduce vulnerabilities and simplify compliance, DHIs integrate easily into your existing Docker-based workflows as well as Kubernetes deployments with little to no retooling required.

By Ajeet Singh Raina 22 Oct 2025
How to Increase Context Window Size in Docker Model Runner with llama.cpp

How to Increase Context Window Size in Docker Model Runner with llama.cpp

Frustrated by tiny context windows when you know your model can handle so much more? If you're running llama.cpp through Docker Model Runner and hitting that annoying 4096 token wall, there's a simple fix you need to know about. Your model isn't the problem—your configuration is.

By Ajeet Singh Raina 22 Oct 2025
Agents, Architecture, and Innovation: A Morning of Agentic AI at Docker x Coders HQ Meetup

Agents, Architecture, and Innovation: A Morning of Agentic AI at Docker x Coders HQ Meetup

Post-GITEX, 27 innovators gathered at Coders HQ for the Agentic AI and Security Meetup. The topic? "Agentic AI and Docker." But it was the questions that revealed the real story—engineers already deploying custom models, architects rethinking infrastructure for multi-LLM systems.

By Ajeet Singh Raina 20 Oct 2025
Docker cagent: Build and Orchestrate AI Agents Without Writing Code

Docker cagent: Build and Orchestrate AI Agents Without Writing Code

Master multi-agent AI workflows with simple YAML configurations—no programming required

By Ajeet Singh Raina 08 Oct 2025
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Ajeet Singh Raina

Docker. Kubernetes. Agentic AI.

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Ajeet Singh Raina

Docker. Kubernetes. Agentic AI.

Ajeet Singh Raina
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