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Ajeet Singh Raina

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Ajeet Singh Raina
Setting Up Local RAG with Docker Model Runner and cagent

Setting Up Local RAG with Docker Model Runner and cagent

Want to run AI-powered code search without sending your proprietary code to the cloud? This tutorial shows you how to set up Retrieval-Augmented Generation (RAG) using Docker Model Runner and cagent.

By Ajeet Singh Raina 23 Jan 2026
RAG with Docker cagent

RAG with Docker cagent

Your agent can access your codebase, but can't load it all into context—even 200K tokens isn't enough. Without smart search, it wastes tokens loading irrelevant files.

By Ajeet Singh Raina 10 Jan 2026
The AI Agent Revolution is Already Here (And It's Not What You Think)

The AI Agent Revolution is Already Here (And It's Not What You Think)

The 2026 State of AI Agents Report details a major transition as organizations shift from experimental pilots to autonomous production systems.

By Ajeet Singh Raina 03 Jan 2026
What Your Feed Isn't Showing You

Wellness

What Your Feed Isn't Showing You

Everyone's sharing how they 10x'd their startup with AI. Nobody's sharing how they skipped another meal, ignored another headache, postponed another checkup. The highlight reel is lying to you.

By Ajeet Singh Raina 31 Dec 2025
Top 5 Trends Shaping Kubernetes in 2026

Top 5 Trends Shaping Kubernetes in 2026

2026 promises to be transformative. Organizations now run 20+ clusters across 5+ cloud environments. 55% have adopted platform engineering in 2025. 58% are running AI workloads on K8s. Docker made 1,000+ hardened images free. 5 trends that will dominate K8s in 2026—and what they mean for your infra.

By Ajeet Singh Raina 27 Dec 2025
Building a Web Dashboard for Your Tapo CCTV Camera using Docker

Building a Web Dashboard for Your Tapo CCTV Camera using Docker

Build a beautiful web dashboard for your Tapo CCTV cameras using Docker Compose, tapo-rest API, and vanilla JavaScript - control your cameras from any browser in 15 minutes.

By Ajeet Singh Raina 26 Dec 2025
CrashLoopBackOff Kubernetes: The Complete Troubleshooting Guide

CrashLoopBackOff Kubernetes: The Complete Troubleshooting Guide

CrashLoopBackOff is Kubernetes telling you: "I've tried restarting your container multiple times, but it keeps failing, so I'm giving up temporarily."

By Ajeet Singh Raina 24 Dec 2025
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
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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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