Contract role (Remote) onboarding to 11 projects across text, audio, and multimodal evaluation; designed rubrics and authored gold-standard answers to steer models toward clarity, accuracy, and stylistic authenticity. Evaluated English-language audio responses for tone, cadence, clarity, and emotional valence. Recorded and documented prompts across varied environments/devices to improve audio cognition robustness. Applied Markdown formatting in evaluation notes; collaborated with AI evaluation teams to align outputs with project standards.

General AI Evaluator at Outlier

March 1, 2025 - March 1, 2025

Contract role (Remote) evaluating written, audio, and multimodal outputs for clarity, creativity, and instruction-following across multiple domains; ranked and selected ideal responses; provided structured feedback and documentation.

Songwriter, Producer & Engineer at Independent

January 1, 2013 - November 5, 2025

Wrote and engineered hip-hop, R&B, Trap, and LoFi tracks; produced and engineered music; developed lyric storytelling, rhyme schemes, and hooks; created sample packs, loops, and beats; collaborated with vocalists to craft industry-ready compositions; maintained ongoing solo practice for over a decade.