Local LLM Setup for Beginners 2026: Free, Private AI on Your Own Computer

Running AI on your own computer used to require significant technical knowledge. In 2026 it is genuinely accessible to anyone comfortable installing software. Ollama — free, open-source, and available for Windows, macOS, and Linux — handles almost everything automatically. This guide is for people who have heard about local AI and want to try it … Read more

How to Use Ollama with Logseq AI for Local Knowledge Management

Logseq is an open-source knowledge management tool built around bidirectional linking, daily journals, and a graph view of connected notes. Its AI features — query answering, content generation, summarisation — can be backed by any OpenAI-compatible API, which means you can connect them to Ollama for fully local, private knowledge management. Your notes never leave … Read more

How to Benchmark Ollama: Tokens Per Second, GPU Usage and Flash Attention

Benchmarking intro text. This guide covers how to measure Ollama performance precisely, what to look for in the numbers, how to compare models and settings systematically, and how Flash Attention improves both speed and memory usage. The goal is to give you concrete numbers rather than vague impressions about what is fast or slow. Built-in … Read more

Ollama Batch Processing and Concurrent Requests: A Practical Guide

Ollama is designed around interactive single-user inference, but many real workflows need to process dozens, hundreds, or thousands of items through a model — classifying records, generating descriptions, summarising documents, extracting structured data. Getting this right requires understanding how Ollama queues requests, when to use parallel processing, how to structure batch jobs for throughput, and … Read more

How to Use Ollama with Microsoft Semantic Kernel

Microsoft’s Semantic Kernel is an open-source SDK for building AI-powered applications in .NET, Python, and Java. It provides abstractions for LLM services, memory, plugins, and agents that let you build production-grade AI applications without being locked to any specific model provider. Because it supports OpenAI-compatible endpoints, connecting it to Ollama requires minimal configuration — and … Read more

How to Use Ollama with Oobabooga text-generation-webui

Oobabooga’s text-generation-webui (often called “ooba”) is one of the most feature-rich local LLM frontends available — a browser-based interface with extensive model loading options, sampling controls, prompt templates, extensions, and API access. It predates many newer tools and has accumulated years of features and community extensions. While Ollama and ooba can both run local LLMs, … Read more