Ken W.

Key Skills

Software

Don't disclose

Top Subject Matter

AI/LLM safety evaluation and security-focused model output assessment

General Cyber Security

Risk Analysis

Top Data Types

Text

Document

Top Task Types

Classification

Object Detection

Text Generation

Question Answering

Text Summarization

RLHF

Freelancer Overview

Freelance Technical Analyst (Model/System Output Evaluation). Brings 11+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Bachelor of Science, University of Advancing Technology (2015) and Qualys Certified Specialist, Qualys (2024). AI-training focus includes data types such as Text and Document and labeling workflows including Evaluation and Rating.

Labeling Experience

Technical Analyst (Security Evaluation) - Freelance

Document

Evaluates complex technical system outputs to ensure data integrity, factual accuracy, and logical consistency across controlled test environments. Applies rigorous evaluation criteria to identify logic breaks, anomalies, and potential model hallucinations while producing precise documentation. Uses enterprise IT and security knowledge to occasionally stress-test security-specific prompts for safe, industry-standard output. • Verify and validate output quality against defined evaluation rules • Document findings with high precision and clear reasoning • Assess adherence to safe coding and security standards • Perform controlled security prompt stress-testing when applicable

2025 - Present

Freelance Technical Analyst (Model/System Output Evaluation)

Don't discloseText

Evaluated model/system outputs for data integrity, factual accuracy, and logical consistency within controlled test environments. Applied strict evaluation criteria to detect logic breaks, anomalies, and hallucinations, documenting findings with high precision. Occasionally stress-tested models using security-specific prompts to ensure outputs met safe coding and industry standards. • Reviewed and validated generated outputs against specified criteria • Performed quality checks focused on hallucination and logical consistency • Documented evaluation results with detailed, high-precision notes • Conducted security-prompt testing to verify compliance and safety

2025 - Present

Education

Work History