I am Stephanie Nicole Little Potet, AI Training Specialist and Subject Matter Expert with over 35 years of experience in high-precision industries. I specialize in Reinforcement Learning from Human Feedback, prompt design and evaluation, data annotation, and building reliable AI systems that are safe, accurate, and helpful. I thrive on turning complex requirements into clear, executable guidance—from prompting and model evaluation to annotating data and auditing documents for training pipelines. I value precision, transparency, and collaboration, and I enjoy helping teams deploy AI solutions that perform well in real-world, regulated environments.

Stephanie Nicole Little Potet

I am Stephanie Nicole Little Potet, AI Training Specialist and Subject Matter Expert with over 35 years of experience in high-precision industries. I specialize in Reinforcement Learning from Human Feedback, prompt design and evaluation, data annotation, and building reliable AI systems that are safe, accurate, and helpful. I thrive on turning complex requirements into clear, executable guidance—from prompting and model evaluation to annotating data and auditing documents for training pipelines. I value precision, transparency, and collaboration, and I enjoy helping teams deploy AI solutions that perform well in real-world, regulated environments.

Available to hire

I am Stephanie Nicole Little Potet, AI Training Specialist and Subject Matter Expert with over 35 years of experience in high-precision industries. I specialize in Reinforcement Learning from Human Feedback, prompt design and evaluation, data annotation, and building reliable AI systems that are safe, accurate, and helpful.

I thrive on turning complex requirements into clear, executable guidance—from prompting and model evaluation to annotating data and auditing documents for training pipelines. I value precision, transparency, and collaboration, and I enjoy helping teams deploy AI solutions that perform well in real-world, regulated environments.

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Work Experience

AI Training Specialist / Subject Matter Expert at TX Best Contracting LLC
January 1, 2016 - Present
Prompts engineering and response evaluation to train LLMs, ensuring outputs are factually correct, logically sound, and clear. Applied advanced fact-checking methodologies to reduce model hallucinations in technical domains such as mechanical engineering, mathematics, forecasting, and budgeting. Analyzed, ranked, and rewrote AI-generated text based on multi-dimensional matrices (helpfulness, honesty, harmlessness, tone). Reviewed, audited, and annotated complex documents—including property records, legal descriptions, and technical blueprints—for data-train pipelines.
Senior Project Consultant & Analyst at TX Best Contracting LLC
January 1, 2016 - Present
Drafted high-level business plans and 3-year profit projections, requiring rigorous mathematical precision and analytic cross-referencing. Conducted advanced diagnostic troubleshooting on automotive and electrical systems, translating raw trouble codes into clear, step-by-step technical instructional guides. Authorized data-driven project proposals and contracts, managing precise material tonnages and labor cost allocations with zero margin for error. Evaluated and appraised high-value rare assets, developing a keen eye for minute discrepancies and data anomalies.

Education

Bachelor of Science Business at Colorado Tech
June 18, 2012 - June 18, 2018
Bachelor of Science in Business Administration at Colorado Technical University
January 11, 2030 - June 18, 2026

Qualifications

AI Prompt Design
January 11, 2030 - June 18, 2026
Data Annotation Best Practices
January 11, 2030 - June 18, 2026
Technical Communication
January 11, 2030 - June 18, 2026

Industry Experience

Professional Services, Manufacturing, Real Estate & Construction, Software & Internet, Media & Entertainment
    Digital Human Avatar

    Client was requesting an AI Digital Human Avatar that they could deploy as a social media influencer for various platforms like TikTok, Instagram, etc. Only challenge was having to rewrite several prompts that produced the Avatars visual appearance. Client was finally satisfied with appearance of Avatars image after 2nd prompt.

    Digital Human Avatar
    Client was requesting an AI Digital Human Avatar that they could deploy as a social media influencer for various platforms like TikTok, Instagram, etc. Only challenge was having to rewrite several prompts that produced the Avatars visual appearance. Client was finally satisfied with appearance of Avatars image after 2nd prompt. graphicdesigner branding designer webdesigner illustrator

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