Running Gemma 4 Offline: How to Build a Local Coding Agent on macOS

As cloud dependencies and connectivity issues threaten developer productivity, local AI coding agents offer a practical alternative. This guide demonstrates that Gemma 4, powered by llama.cpp and MTP speculative decoding, can deliver real-time code assistance directly on macOS, enabling developers to work offline while maintaining full control over their code and AI interactions.