Learn how to deploy and scale Ollama LLM models on Kubernetes clusters for production-ready AI applications

Retrieval-Augmented Generation (RAG) has revolutionized how we build intelligent applications that can access and reason over external knowledge bases. In this comprehensive tutorial, we’ll explore how to build production-ready RAG applications using Ollama and Python, leveraging the latest techniques and best practices for 2025. What is RAG and Why Use Ollama? Retrieval-Augmented Generation combines the […]

A technical exploration of autonomous AI systems that move beyond content generation to real-world execution

Let’s get one thing straight—if you’re still deploying rule-based chatbots in 2025, you’re essentially bringing a flip phone to a smartphone convention. I’ve been in the trenches with AI implementations for years, and I can tell you that the shift from reactive customer service bots to autonomous agentic AI isn’t just evolutionary—it’s revolutionary. And frankly, […]

Learn how to implement comprehensive security scanning in your Docker workflow to identify vulnerabilities before they reach production.

Stop settling for AI that just answers questions. The future belongs to AI that actually does the work. If you’re still using ChatGPT like it’s 2023, you’re about to be left behind. While you’ve been asking ChatGPT to write emails, a revolutionary shift is happening in the AI world—and it’s called Agentic AI. Here’s the […]

VS Code developers using GitHub Copilot are already experiencing the power of AI-assisted development. But what if your AI assistant could do more than just write code?

Ollama vs ChatGPT 2025: A Comprehensive Comparison A  comprehensive technical analysis comparing local LLM deployment via Ollama against cloud-based ChatGPT APIs, including performance benchmarks, cost analysis, and implementation strategies The artificial intelligence landscape has reached a critical inflection point in 2025. Organizations worldwide face a fundamental strategic decision that will define their AI capabilities for […]

Top Picks for Best Ollama Models 2025 A comprehensive technical analysis of the most powerful local language models available through Ollama, including benchmarks, implementation guides, and optimization strategies Introduction to Ollama’s 2025 Ecosystem The landscape of local language model deployment has dramatically evolved in 2025, with Ollama establishing itself as the de facto standard for […]

As a Python developer, you’ve probably experienced the pain of slow Docker builds, bloated images filled with build tools, and the frustration of waiting 10+ minutes for a simple code change to rebuild. Docker multi-stage builds solve these problems elegantly, and they’re particularly powerful for Python applications. In this comprehensive guide, we’ll explore how to […]

If you’re developing AI applications, you’ve probably experienced the frustration of slow Docker builds, bloated container images, and inefficient caching. Every time you tweak your model code, you’re stuck waiting for dependencies to reinstall, and your production images are loaded with unnecessary build tools. Docker multi-stage builds solve these problems elegantly, and they’re particularly powerful […]

Learn how to minimize and manage the IoT attack surface. Discover how attack surface management tools and end-to-end encryption prevent cyberattacks.

So you’ve probably heard the buzz about “Agentic AI” floating around tech circles lately, right? Maybe you’re wondering if it’s just another fancy buzzword or if there’s actually something revolutionary happening here. Well, let me tell you – this isn’t just hype. We’re looking at what might be the biggest shift in how AI works […]

Discover the top agentic AI trends 2025 that will transform business operations. From multi-agent systems to enterprise deployment strategies - get expert insights now.

Testcontainers Tutorial: Docker Model Runner Guide

As artificial intelligence continues to transform industries and reshape how we work, two key terms have emerged that often confuse both technical professionals and business leaders: generative AI and agentic AI. While these technologies may seem similar on the surface, they serve fundamentally different purposes and operate in distinct ways. Understanding the difference between generative […]

The artificial intelligence landscape is undergoing a fundamental transformation. While traditional AI systems excel at responding to prompts and generating content, a new paradigm is emerging: Agentic AI. These systems don’t just respond—they reason, plan, and act autonomously to achieve complex objectives. At the heart of this revolution lies groundbreaking infrastructure like the Model Context […]

The landscape of AI-assisted development is evolving rapidly, and AWS Labs has introduced a game-changing suite of specialized MCP servers that bring AWS best practices directly to your development workflow. Whether you’re building cloud-native applications, managing infrastructure, or optimizing costs, AWS MCP Servers are transforming how developers interact with AWS services through AI coding assistants. […]

How to Use Open WebUI with Docker Model Runner The landscape of local AI development has evolved dramatically in recent years, with developers increasingly seeking privacy-focused, offline-capable solutions for running Large Language Models (LLMs). Two powerful tools have emerged to address this need: OpenWebUI and Docker Model Runner. This comprehensive guide will explore both technologies […]