How to Run a Private AI Assistant on Windows
Build a local workflow for sensitive text and images, verify network behavior, and avoid the privacy mistakes that “local” software can still make.
Why Local AI Runs Out of Memory—and How to Fix It
A plain-language guide to model weights, KV cache, image projectors, context length, and practical GGUF quantization choices.
How to Analyze Multiple Images with a Local AI Model
Prepare the files, preserve detail, ask comparison questions, and require evidence so a vision model produces a result you can check.
How to Build Reusable AI Workflows That Stay Reliable
Use a four-layer instruction system, keep tool permissions explicit, and turn successful conversations into repeatable processes.