Johnstone Termica

Key Skills

Software

Mindrift

Top Subject Matter

Physics (Quantum, Electromagnetism, Thermodynamics)

Physics (Quantum, Optics, Mechanics)

Top Data Types

Text

Top Task Types

Prompt Response Writing SFT

Freelancer Overview

AI Physics Trainer – Physics with Python (Freelance). Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Mindrift and Outlier.org. Education includes Master of Science, University of Houston (2020) and Bachelor of Science, Texas A&M University (2017). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT), Evaluation, and Rating.

Labeling Experience

AI Physics Trainer – Physics with Python (Freelance)

MindriftTextPrompt Response Writing SFT

As an AI Physics Trainer at Mindrift, I designed and evaluated complex physics prompts across quantum mechanics, electromagnetism, and thermodynamics. I authored detailed scoring rubrics and calibration protocols to enhance evaluator alignment and consistency. I implemented computational validation tests to improve model output reliability and corrected flawed AI responses through structured error analysis. • Designed 300+ advanced prompts and rubrics for AI-driven evaluation • Improved scoring alignment, increasing evaluator consistency from 78% to 92% • Authored SOPs to streamline workflow and evaluator onboarding • Enhanced AI model reasoning accuracy by 28% with systematic QA

As an AI Physics Trainer at Mindrift, I designed and evaluated complex physics prompts across quantum mechanics, electromagnetism, and thermodynamics. I authored detailed scoring rubrics and calibration protocols to enhance evaluator alignment and consistency. I implemented computational validation tests to improve model output reliability and corrected flawed AI responses through structured error analysis. • Designed 300+ advanced prompts and rubrics for AI-driven evaluation • Improved scoring alignment, increasing evaluator consistency from 78% to 92% • Authored SOPs to streamline workflow and evaluator onboarding • Enhanced AI model reasoning accuracy by 28% with systematic QA

2024 - Present

AI Evaluation Specialist – Physics & Logic QA

Text

In my role as AI Evaluation Specialist at Outlier.org, I performed detailed QA audits on generative AI outputs for diverse physics problem sets. I created logic rubrics and conducted comparative prompt analyses to identify flaws in model reasoning. My contributions improved inter-rater reliability and model traceability in AI evaluation workflows. • Audited 400+ generative AI physics responses for consistency and accuracy • Developed and maintained over 6 logic rubrics to reduce evaluation variance • Completed rubric calibration campaigns to increase evaluator reliability • Spearheaded model refinement and traceability projects

In my role as AI Evaluation Specialist at Outlier.org, I performed detailed QA audits on generative AI outputs for diverse physics problem sets. I created logic rubrics and conducted comparative prompt analyses to identify flaws in model reasoning. My contributions improved inter-rater reliability and model traceability in AI evaluation workflows. • Audited 400+ generative AI physics responses for consistency and accuracy • Developed and maintained over 6 logic rubrics to reduce evaluation variance • Completed rubric calibration campaigns to increase evaluator reliability • Spearheaded model refinement and traceability projects

2022 - 2024

Education

Work History