My background in writing and editing for high-traffic digital platforms has provided me with extensive experience analyzing how language, structure, and framing shape audience understanding and engagement. Alongside AI annotation and prompt based work, these experiences increased my interest in human–computer interaction and the ethical design of AI systems, particularly how communication choices influence trust, interpretation, and responsible technology use.