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I'm John J. Garza II, a versatile Narrative Designer and AI Trainer with an Associate of Applied Science in Creative Writing and a background in theater performance. I specialize in evaluating complex narrative logic for Large Language Models (LLMs) and training AI to replicate human emotional nuance and authentic dialogue. I blend technical precision in RLHF, prompt engineering, and data continuity with a performer's ear for rhythm, subtext, and character-driven world-building. I thrive on collaborating across remote teams to maintain high standards of data accuracy while crafting engaging, human-like storytelling experiences for AI systems.…I'm John J. Garza II, a versatile Narrative Designer and AI Trainer with an Associate of Applied Science in Creative Writing and a background in theater performance. I specialize in evaluating complex narrative logic for Large Language Models (LLMs) and training AI to replicate human emotional nuance and authentic dialogue. I blend technical precision in RLHF, prompt engineering, and data continuity with a performer's ear for rhythm, subtext, and character-driven world-building. I thrive on collaborating across remote teams to maintain high standards of data accuracy while crafting engaging, human-like storytelling experiences for AI systems.

John J. Garza II

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I'm John J. Garza II, a versatile Narrative Designer and AI Trainer with an Associate of Applied Science in Creative Writing and a background in theater performance. I specialize in evaluating complex narrative logic for Large Language Models (LLMs) and training AI to replicate human emotional nuance and authentic dialogue. I blend technical precision in RLHF, prompt engineering, and data continuity with a performer's ear for rhythm, subtext, and character-driven world-building. I thrive on collaborating across remote teams to maintain high standards of data accuracy while crafting engaging, human-like storytelling experiences for AI systems.…I'm John J. Garza II, a versatile Narrative Designer and AI Trainer with an Associate of Applied Science in Creative Writing and a background in theater performance. I specialize in evaluating complex narrative logic for Large Language Models (LLMs) and training AI to replicate human emotional nuance and authentic dialogue. I blend technical precision in RLHF, prompt engineering, and data continuity with a performer's ear for rhythm, subtext, and character-driven world-building. I thrive on collaborating across remote teams to maintain high standards of data accuracy while crafting engaging, human-like storytelling experiences for AI systems.

Available to hire

I’m John J. Garza II, a versatile Narrative Designer and AI Trainer with an Associate of Applied Science in Creative Writing and a background in theater performance. I specialize in evaluating complex narrative logic for Large Language Models (LLMs) and training AI to replicate human emotional nuance and authentic dialogue.

I blend technical precision in RLHF, prompt engineering, and data continuity with a performer’s ear for rhythm, subtext, and character-driven world-building. I thrive on collaborating across remote teams to maintain high standards of data accuracy while crafting engaging, human-like storytelling experiences for AI systems.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

DaVinci Resolve Studio

Expert

Intermediate

Intermediate

Intermediate

Language

English

Fluent

Work Experience

Audio Annotator at TransPerfect

June 1, 2025 - Present

Accurately transcribed and annotated diverse audio data to train and enhance Artificial Intelligence (AI) and Machine Learning (ML) models, ensuring high quality and consistency in annotations. Utilized advanced audio annotation platforms to efficiently process high volumes of sound files, consistently meeting productivity and accuracy targets. Performed rigorous quality control on annotated audio data, identifying and correcting discrepancies to maintain data integrity for AI system refinement.

Paraprofessional Educator (SPED/P.E) at New Caney Independent School District

May 31, 2025 - July 18, 2025

Provided guidance and support to students, enhancing their understanding of core concepts and physical education activities, resulting in improved academic performance. Ensured compliance with rules and regulations through monitoring and intervention, maintaining a safe and conducive learning environment. Prepared classroom materials and educational resources, facilitating daily lessons and supporting individualized education plans (IEP) for SPED/Behavior students.

AI Trainer at Outlier AI

November 1, 2025 - Present

Evaluate LLM responses to complex creative writing prompts to ensure adherence to narrative logic and user intent. Conduct rigorous logic testing to identify subtle errors in reasoning or continuity within long-form text. Rank and critique model outputs based on voice, emotional resonance, and stylistic guidelines to refine the generation of human-like text. Verify that models accurately follow multi-step constraints regarding formatting and creative direction.

AI Narrative Trainer at Anuttacon Games

December 1, 2025 - January 31, 2026

Trained LLMs to recognize and replicate human emotional nuance in dialogue. Annotated complex character interactions to improve authenticity and reduce robotic phrasing in generated content. Delivered high-quality data sets that helped refine model logic for creative writing tasks.

Game Tester at Lionbridge Games Studios

July 1, 2025 - Present

Perform Quality Assurance for narrative logic and user experience across multiple platforms. Identify where technical constraints disrupt player immersion or lead to narrative logic failures. Document bugs and continuity errors with precise detail to ensure rapid fixes by development teams.