Qwen3 4B outperforms cloud agents on code tasks—with Mahoraga research [R]

The author introduces Mahoraga, an open-source orchestrator that efficiently routes tasks between local and cloud AI agents using a contextual bandit (LinUCB). Developed from personal experience with cloud credit limitations, the tool optimizes AI usage, highlighting Qwen3 4B's strong performance on code tasks.