Blog
Guides for private AI work.
Practical notes on local models, cloud routes, files, and context.
Should a Solo Developer or Small Business Buy a M5 Ultra for Local AI?
Compare the 256GB M5 Ultra with $200–$400/month cloud AI on cost, local model performance, concurrency, and inference sovereignty.
YOLO Mode Without Handing an AI Agent My Laptop
Why I run every Aitopus coding-agent session inside a Docker Sandbox and use a reusable project kit to make a complex native setup routine.