There is a quiet revolution happening right under our noses—or more accurately, right inside our pockets. For years, the narrative around Artificial Intelligence was “bigger is better.” Tech giants raced to build models with hundreds of billions of parameters, requiring massive server farms and nuclear-levels of electricity to run. But in early 2026, the pendulum…
How I Bypassed Ollama and LM studio Limitations on my Ryzen AI NPU to Hit 50+ TPS If you recently purchased a modern AI-PC, you bought into a promising vision: a dedicated, cutting-edge Neural Processing Unit (NPU) sitting right inside your silicon, designed to stream large language models (LLMs) smoothly without draining your battery or…
The narrative around artificial intelligence has long been dominated by bigger equals better. Models with trillions of parameters, trained on internet-scale datasets, powered by massive GPU clusters—these were the benchmarks of progress. But something interesting is happening at the other end of the spectrum. Small models—measured in billions, not trillions of parameters—are proving they can…
I just posted yesterday Local AI Sovereignty: Deploying Ollama, Gemma 4, OpenWebUI, and n8n and I used Gemma 4 locally on Ollama. Someone asked me a good question: What and Why Gemma 4 Large language models (LLMs) have rapidly evolved from research concepts into foundational tools for modern work. Gemma 4 represents one of the…
I just posted yesterday Local AI Sovereignty: Deploying Ollama, Gemma 4, OpenWebUI, and n8n and I used Gemma 4 locally on Ollama. Someone asked me a good question: What size computer (Windows PC) do I need tor it? What size computer do you need for Gemma 4? Google’s April 2026 release of Gemma 4 changed…
With 64GB of RAM and the latest Ryzen AI silicon, you are no longer a mere consumer of AI—you are a host. This setup leverages AMD’s XDNA architecture to run Gemma 4 and / or and Qwen 3.5 locally, ensuring your data never leaves your machine while providing a professional-grade automation suite via Docker. This…
Ollama, Open WebUI and n8n on Windows Hosting your own AI models is no longer just for Linux gurus. With Docker Desktop on Windows, you can run a professional-grade automation and chat suite—n8n, Ollama, and Open WebUI—all on your own hardware. In this guide, we will set up a “Generic” configuration that makes it easy…
