Sunny Z.

Key Skills

Software

Internal/Proprietary Tooling

Top Subject Matter

Financial Compliance & Risk Analysis

Philosophy Domain Expertise

Web Development

Top Data Types

Text

Document

Top Task Types

RLHF

Freelancer Overview

AI Training Specialist / AI Content Lab Contributor. Brings 3+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Applied Psychology, 长江大学 (Yangtze University) (2010). AI-training focus includes data types such as Text and labeling workflows including RLHF.

Labeling Experience

AI Training Specialist / AI Content Lab Contributor

TextRLHF

I led the deployment and optimization of AI agent frameworks and constructed knowledge bases using advanced retrieval-augmented generation (RAG) techniques. My tasks included transforming fragmented finance and philosophy data into structured outputs, focusing on logical coherence and fact-checking with reinforcement learning from human feedback. The work also required the rapid iteration and evaluation of AI-generated content for reliability and accuracy. • Configured OpenClaw frameworks and integrated multiple LLM APIs for data processing. • Applied RLHF techniques for high-precision fact-checking and content generation workflows. • Used RAG technology within NotebookLM for structured data transformation and evaluation. • Focused on finance, philosophy, and web development subject matter for AI content outputs.

2025 - Present

Education

Work History