Topic collection

Local AI

Locally operated models, retrieval systems, and privacy-aware AI workflows.

2: field notes
Curated: topic collection

AI & machine learningAug 20, 2025

Local AI Assistants and Agents: A Secure, Reproducible Deployment Guide

A practical path from a local Ollama assistant to retrieval and controlled tool use, with explicit privacy, security, versioning, and deployment boundaries.

Artificial Intelligence Local AI Reproducible Research

AI & machine learningJan 11, 2024

Local LLMs: A Reproducible Guide to Running, Fine-Tuning, and Serving Models

A maintainable workflow for choosing a local model, testing it with Ollama, planning parameter-efficient fine-tuning, evaluating results, and exposing a service safely.

Artificial Intelligence Machine Learning Local AI