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The LLM Fine-tuning Coach is a comprehensive workflow engine for Claude Code designed to simplify complex model optimization tasks. It employs a coach-like approach to clarify project goals, manage multiple training tasks, and maintain strict data lineage. From data pipeline configuration and automated benchmark evaluation to deploying fine-tuned models on HuggingFace, it provides a structured framework supporting advanced techniques like LoRA, QLoRA, and DPO, ensuring every training iteration is reproducible and well-documented.