Full stack developers must embed ethics across the entire AI lifecycle to prevent discrimination, privacy harms, and job loss by curating diverse data, ensuring model transparency, adding human oversight, protecting privacy, and enforcing accountability; practical steps include risk assessments, diverse teams, ethical open-source and human-centered design, plus ongoing education to empower communities and uphold dignity.