Humanoid Robotics data collection, labeling and synthetic data generation.- Created and maintain digital twins + simulations in Nvidia Omniverse Sim - Built and deployed data collection kits using RealSense cameras and other sensors- Designed and own data & training strategies with Controls & Perception orgs- Own training data for LLMs, VLMs, Vision models and others.

Lead platform-wide machine learning & AI strategy for TikTok Shop Product Listing & Intellectual Property protection for US markets, owned metrics reporting functions for SEA/UK governance enforcement.• ML Operations: NLP, CV, OCR, Classification, Multi-modal models.• Run Data Annotation Operations with overseas labeling manpower in SEA and EU markets.• Align projects with platform’s global Policy, Enforcement and Legal needs.•Designed machine learning & human moderation strategies for Public Figures. Worked with brands and agencies such as: Taylor Swift, Zach Bryan, UMG and others, to hand-tailor protection strategies.-Owned User Perception reporting for entire TikTok Shop platform: reported platform threat trends in top viewed content, products, broke down model/infra/human/appeal failures, coverage gaps and owned XFN projects planning for solutions.

Machine Learning for E-Commerce Governance & Experience.

◼ Worked with Data Operation team to build data pipeline for video, metadata and lidar training data.

◼ Labeled, QA’d and Trained across labeling workflows: 3D cuboids, panoptic segmentation (Autopilot and Tesla Bot) and other annotation techniques with consistently high performance.◼ Planned, pitched and worked on internal project to develop GPT-III powered chatbots into company chat client to ease documentation-related labeling latency.◼ Worked alongside Sr Project Managers to help develop and spin-up new workflows and define workflow labeling and QA processes and standards.

◼Worked with 343i, Microsoft on live UGC Halo Championship Series Tournament production.◼Researched and wrote for live esports commentary shows◼Designed, research and wrote the UGC "This Week" newsletter for esports industry news. It now has over 6,700 subscribers with an average open rate of 16%.◼Designed and produced social media graphics and videos.