As an experienced Java programmer looking to transition into LLM engineering, you're well-positioned to leverage your programming foundation while building new skills in AI, machine learning, and natural language processing. This comprehensive guide outlines a structured 12-month learning path with emphasis on free resources, practical projects, and industry-relevant skills.