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This live tutorial demonstrates how to fine-tune a small code agent (Gemma 4 2B) on an agent trace dataset using supervised fine-tuning (SFT), and automate hyperparameter sweeps and evaluation using HF Jobs and Track IO, embodying the concept of "using agents to train agents."