Robert J.

Key Skills

Software

Other

Top Subject Matter

LLM training data

AI safety alignment

content review

Top Data Types

Text

Document

Top Task Types

Prompt + Response Writing (SFT)

Red Teaming

Freelancer Overview

Senior AI Training Specialist & Content Reviewer (Independent Consultant / AI Services Contractor). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Science, State University of Virginia. AI-training focus includes data types such as Text and Document and labeling workflows including Prompt + Response Writing (SFT), Evaluation, and Rating.

Labeling Experience

Senior AI Training Specialist & Content Reviewer - Independent Consultant

Red Teaming

I author, evaluate, and refine high-complexity prompt-response pairs to fine-tune state-of-the-art LLMs for premier tech clients. I conduct rigorous multi-turn model evaluations using granular scoring criteria for factual accuracy, logical consistency, reasoning depth, and stylistic alignment. I execute advanced red-teaming to identify vulnerabilities, jailbreaks, and safety regressions to strengthen alignment guardrails. • Developed and improved datasets of prompt-response pairs for model fine-tuning • Performed multi-turn quality and safety evaluations with detailed rubrics • Conducted adversarial testing and regression detection for robustness • Produced ranking rationales highlighting linguistic nuance and subtle hallucinations

2025 - Present

Senior AI Training Specialist & Content Reviewer (Independent Consultant / AI Services Contractor)

OtherTextPrompt + Response Writing (SFT)

Created and refined hundreds of high-complexity prompt-response pairs to support supervised fine-tuning and model improvement for client use. Labeled and evaluated multi-turn AI outputs using granular rubrics focused on factual accuracy, logical consistency, reasoning depth, and stylistic alignment. Produced detailed rationales explaining rankings, including linguistic nuances, logical fallacies, and subtle hallucination risks. • Developed prompt-response training examples for state-of-the-art LLM fine-tuning. • Scored model outputs against rubric-based metrics for evaluation and dataset quality. • Generated justification rationales to support engineer review and iterative refinement. • Executed safety-oriented red-teaming activities to detect jailbreaks and alignment regressions.

2025 - Present

Research & Data Analyst (Apex Analytical Solutions)

OtherDocument

Verified and audited large-scale textual research outputs to ensure high factual accuracy for cross-functional knowledge bases. Built structured rubrics and evaluation frameworks to label complex information and convert it into executive-ready summaries. Conducted compliance and quality benchmarking checks to ensure documentation met strict regulatory and internal standards. • Applied rubric-based evaluation to complex textual content for factual and compliance quality. • Identified semantic discrepancies and gaps through cross-functional review. • Produced structured summaries derived from labeled/evaluated source material. • Audited documentation against industry regulations and internal quality benchmarks.

2022 - 2024

Education

Work History