This session features four distinguished leaders representing entrepreneurship, industry, and early- and mid-career academic pathways in biomedical informatics and clinical NLP and LLM. The interactive session offers candid insights, practical guidance, and diverse perspectives to support trainees, early-career researchers, and anyone interested in shaping a long-term career in AI, NLP/LLM and biomedical informatics. Our panelists bring a uniquely broad range of real-world experiences.