Microsoft ships Agent Framework 1.0 but Azure's agent stack still spans too many surfaces while Google and AWS offer cleaner developer paths.
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.