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Fernando Larios

@fernandolarios

AI Trainer and Prompt Engineer delivering 99% accuracy in scalable ML content evaluation.

Mexico
Message

What I'm looking for

I’m looking for remote, async AI work where quality is measurable. I want to apply prompt engineering, evaluation, and annotation skills to improve model outputs—bilingual, research-driven, and delivered with consistent deadlines.

I’m a remote-first AI practitioner focused on prompt engineering, AI output evaluation, data annotation, and bilingual content creation. I’ve produced, reviewed, and corrected AI-generated text, audio, and visual outputs at scale, leveraging RLHF-style comparative ranking and structured feedback to improve accuracy, tone, helpfulness, and safety.

Across Claude, Gemini, and VEO 3, I design, test, and iterate prompts until quality standards are met, and I validate dialogue lists with timecode alignment for audiovisual workflows. I’ve also built and deployed AI-driven web systems (Gemini Code Build, Claude API, Netlify) and shipped no-code product work with Antigravity AI—backed by a concrete 99% ML accuracy benchmark and trusted results with Outlier, Appen, and Scale AI.

Experience

Work history, roles, and key accomplishments

SE
Current

Freelance Transcriptionist

Self Employed

Jan 2024 - Present (2 years 4 months)

Reviewed AI-synthesized audio outputs against source scripts to catch pronunciation, off-dialect delivery, and pacing issues, then proofread AI-generated text for grammar, tone, and accuracy under production timelines. Produced commercial video scripts end-to-end from concept to deliverable.

SE
Current

Freelance AI Content Creator

Self Employed

Jan 2023 - Present (3 years 4 months)

Designed and iterated prompts for Claude, Gemini, and VEO 3, and performed RLHF-style review/correction to improve grammar, tone, factual accuracy, and contextual fit before publication. Produced bilingual English/Spanish educational and sales content, reaching 1,700+ followers in 30 days with consistent quality.

Education

Degrees, certifications, and relevant coursework

SI

Self-Directed AI Mastery Intensive

Self-Directed AI Mastery Intensive, Artificial Intelligence

2022 -

Activities and societies: Generative AI, prompt engineering, model integration, and product development (2022–present).

Ongoing self-directed intensive program focused on generative AI, prompt engineering, model integration, and product development.

UN

University

Currently enrolled in studies in a relevant field based in Monterrey, Mexico.

AS

AI Specialization

Advanced AI specialization course, Artificial Intelligence

Activities and societies: Transformer architectures, fine-tuning, and LLM deployment.

Completed an advanced AI specialization course focused on transformer architectures, fine-tuning, and real-world LLM deployment.

Binance Learning Academy logoBA

Binance Learning Academy

Blockchain Starter & Intermediate, Blockchain

Activities and societies: Emerging tech fluency; blockchain starter and intermediate learning.

Studied blockchain through the Binance Learning Academy starter and intermediate materials to build emerging-tech fluency.

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