I Built Local AI Coding Agents on a 4GB GPU. They Could Use Tools, but Could They Actually Code?

Testing Gemma 4, Qwen3.5, and Qwen3 with llama.cpp and OpenCode revealed the gap between successful tool calls and reliable software development. A coding assistant that can read a file, run a command, call an API, and…