Key Skills

Freelancer Overview

With over 23 years of experience in telecom, cloud infrastructure, and AI-enabled delivery transformation, I have led large-scale programs focused on automation, data integration, and process optimization for global Tier-1 operators. My expertise includes driving AI-driven projects utilizing frameworks such as RAG, code assistants, and conversational chatbots to enhance delivery velocity and quality. I have overseen teams in the development and deployment of automated documentation and script generation, directly supporting data annotation and training data preparation for AI initiatives. My background includes building and mentoring cross-functional teams, implementing knowledge management systems, and championing continuous improvement through technical innovation, all of which are essential for high-quality data labeling and annotation in complex domains like telecom and cloud-native environments.

Labeling Experience

Education

Work History