I build AI product systems, playable experiences, and immersive tools.

Production AI game-quality operations

Supported production quality and publishing operations for an AI-powered game creation platform. Worked across UGC review, human evaluation, QA operations, creator feedback, documentation, and cross-functional issue resolution. Detailed interfaces, policies, datasets, evaluation methods, metrics, and operational procedures are confidential.

Confidential high-level summary

Approved public contribution

Authored and validated original, high-difficulty, graduate-level exam-style problems; assessed AI-generated responses; identified reasoning flaws; and refined model outputs. Contributed to proprietary datasets used for LLM fine-tuning, benchmarking, and reinforcement learning.

Employer-approved public summary

Production manufacturing system

Developed a production Unity3D and WebGL system for manufacturing time studies, operational analytics, and stakeholder review. Translated complex manufacturing workflows into interactive tooling used in production environments. Specific interfaces, factory data, plant details, implementation methods, and unapproved metrics are confidential.

Confidential high-level summary

Emerging technology prototypes

Designed exploratory mobile, Unity, and speech-to-text prototypes within an emerging technology team. The work tested spatial learning, retail operations, accessibility, and high-noise communication concepts through research, prototyping, and usability evaluation. These were experiments and prototypes, not production systems. Specific interfaces, pilot materials, participant evidence, metrics, and internal project names are confidential.

Confidential high-level summary