Undisclosed Project for Robotics
Don T DiscloseVideoAction Recognition
VLA for Humanoid Robots
VLA for Humanoid Robots
2025
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Key Skills
Software
Google Cloud Vertex AI
MindriftOther
Don't disclose
Internal/Proprietary Tooling
Top Subject Matter
No subject matter listed
Top Data Types
Image
Text
VideoTop Task Types
Classification
Data Collection
Emotion Recognition
Red Teaming
Translation Localization
Freelancer Overview
I'm a QA-level AI trainer specializing in validating LLM evaluations across complex domains including finance, statistics, and medical information. On Project Veris, I review expert annotations using systematic validation protocols—catching grader inconsistencies, verifying evidence accuracy, and ensuring multilingual quality standards in both English and Indonesian. My operational background at Uber and Japfa developed my attention to detail and process optimization skills. I apply rigorous fact-checking methodologies, maintain strict consistency protocols, and provide ultra-specific feedback that improves model training quality. I'm now expanding into visual data recording for robotics training, bringing the same systematic approach to first-person video data collection and quality assurance.
Entry LevelEnglishIndonesianVietnameseChinese Mandarin
Labeling Experience
Project Veris - Multilingual Grader
OtherTextQuestion AnsweringText Generation
Training the grader that will replace human trainers
Reviewing other experts' work as per rubric
Contributing to process workflow optimization
200+ tasks performed
500+ tasks from other experts reviewed
Training the grader that will replace human trainers Reviewing other experts' work as per rubric Contributing to process workflow optimization 200+ tasks performed 500+ tasks from other experts reviewed
2025
UBER - Driver ID Data Labeling
Internal Proprietary ToolingImage
Manage hundreds of experts to annotate Driver documents for UBER platform
Manage hundreds of experts to annotate Driver documents for UBER platform
2016 - 2017
Education
S
Singapore Management University
Bachelor of Science, Business Management
Bachelor of Science
2011 - 2015
A
Anglo-Chinese School (Independent)
International Baccalaureate Diploma, General Education
International Baccalaureate Diploma
2007 - 2010
Work History
W
Westwood Ark
COO
Singapore
2022 - Present
J
Japfa
Procurement Manager
Singapore
2017 - 2022