Shadow AI 2.0 isn’t a hypothetical future, it’s a predictable consequence of fast hardware, easy distribution, and developer ...
You cannot go wrong with this stack.
Ollama is great for getting you started... just don't stick around.
Gemma 4 setup for beginners: download and run Google’s Apache 2.0 open model locally with Ollama on Windows, macOS, or Linux via terminal commands.