Irina (Gabriela) Cotoara Ybarra

AI & ML Services | SFT, RLHF | PM Consultant | AI Trainer

Irina Cotoara Ybarra
Jacksonville, United States

Experience

May 2025 - Present
9 months

GenAI Specialist | Annotator

Innodata Inc.

  • Evaluated AI outputs for accuracy, safety, and domain relevance.
  • Labeled and improved training datasets for conversational, search, and creative models.
May 2025 - Present
9 months

LLM Trainer & Evaluator | Domain Specialist

Uber AI Solutions

  • Provided subject matter expertise to guide AI model training and evaluation in a specific domain.
  • Reviewed and validated domain-specific data, ensuring accuracy, relevance, and alignment with project goals.
Mar 2025 - Present
11 months

Linguistic Tech Tester | AI Data Quality Reviewer

WeLocalize

  • Audited rater output to ensure guideline alignment.
  • Validated data quality and flagged inconsistencies.
  • Tested linguistic features in software and apps.
Feb 2025 - Present
1 year

AI Quality Reviewer | LLM Trainer & Evaluator

Scale AI | Outlier

  • Rated chatbot responses for accuracy and relevance.
  • Ensured cultural and linguistic correctness.
Dec 2024 - Present
1 year 2 months

AI Data Annotator | Audio Sentiment Annotator

Moravia IT, LLC | RWS Group

  • Labeled text, images, and audio.
  • Corrected AI outputs for accuracy and context.
Sep 2024 - Present
1 year 5 months

LLM Trainer | Red Team Strategist | Data Annotator

Lionbridge

  • Built adversarial prompts to test model safety.
  • Identified vulnerabilities and safety gaps.
Aug 2024 - Present
1 year 6 months

Conversational AI Evaluator & Prompt Specialist

Labelbox | Alignerr

  • Labeled and categorized data for model training.
  • Reviewed AI responses for correctness and clarity.
  • Annotated text, images, and audio.
Jan 2024 - Present
2 years 1 month

Project Coordinator | Team Lead

Multiple Vendors

  • Improved localized UI content.
  • Supported integration of language technologies.
  • Streamlined team workflows.
Aug 2023 - Jan 2024
6 months

Team Lead | Bilingual Linguist

Gentex

  • Integrated language technologies into automotive systems for improved accuracy.
  • Streamlined workflows using CAT tools like Phrase.
  • Reviewed and enhanced localized UI content and translations.
May 2023 - Aug 2024
1 year 4 months

Localization Specialist | AI Image Annotator

TransPerfect

  • Localized AI content for multiple markets.
  • Annotated images and videos.
Apr 2023 - May 2024
1 year 2 months

Internet Safety Specialist

Telus International AI Data Solutions

  • Assessed video search results for safety.
  • Flagged harmful or inappropriate content.
Jan 2018 - Jun 2024
6 years 6 months

AI Red Teaming Specialist | Prompt Engineer

Appen Inc.

  • Created adversarial prompt tests.
  • Proofread and labeled data.
  • Audited reviewer output for guideline compliance.
Jan 2015 - Present
11 years 1 month

AI, ML & Digital Strategy Expert

Business Owner

  • Built websites for AI and tech clients.
  • Improved UX, SEO, and platform usability.
  • Helped startups simplify AI concepts and build online presence.
Jan 2008 - Oct 2020
12 years 10 months

Director of Corporate Travel & Business Development

Cruise Planners

  • Managed full travel operations.
  • Trained teams and improved revenue.

Summary

I'm an AI trainer, linguist, and evaluator with experience in LLM training, red teaming, multilingual annotation, and content quality review. I improve AI safety, accuracy, and user experience across global products. I also bring leadership experience as a team lead, project coordinator, and project manager supporting onboarding, workflow management, and quality oversight for large AI teams.

When I'm not working with AI, I'm birdwatching or fishing.

Now, tell me about the job you're hiring for!

Skills

  • Ai/llm Training & Evaluation

  • Red Teaming & Prompt Engineering

  • Data Annotation & Taxonomy

  • Nlp/nlu

  • Safety & Quality Review

  • Multilingual Linguistics

  • Data Analysis

  • Leadership & Project Coordination

  • Ai Evaluation & Automation: Experience Using Ai Tools To Review Content, Test Model Behavior, And Streamline Moderation Workflows.

  • Llm Training & Red Teaming: Create Prompts, Test Model Weaknesses, Evaluate Safety Risks, And Improve Model Robustness Across Languages.

  • Chatbot Qa (Stem, Coding, Business): Assess Chatbot Responses For Accuracy, Clarity, Tone, And Domain Correctness.

  • Nlp/nlu & Linguistic Analysis: Improve Intent Detection, Sentiment Accuracy, And Natural Language Understanding For Multilingual Ai Systems.

  • Data Labeling & Annotation: Skilled With Cvat, Labelbox, Scale, Srt (Meta), Adap (Appen), Feather (Openai), And Other Annotation Platforms.

  • Intermediate Python & Sql: Use Scripting To Analyze Model Performance, Clean Datasets, Automate Tasks, Extract Patterns, And Support Ml Workflows.

  • Regex Optimization: Build And Refine Regex Patterns For Text Processing, Classification, And Data Extraction.

  • Content Safety & Risk Analysis: Detect Harmful Content, Misinformation, Cyberbullying, Phishing, And Safety Violations Across Multimedia Formats.

  • Project & Team Leadership Tools: Experience With Jira, Asana, Trello, Slack, Notion, And Google Workspace To Manage Tasks, Track Progress, Train Teams, And Coordinate Workflows.

  • Ml & Dev Tools: Visual Studio Code, Jupyter Notebook, Pytorch, Tensorflow, Huggingface, And Tableau For Analysis, Testing, And Lightweight Model Experimentation.

  • Quality Assurance & Guideline Development: Audit Rater Output, Refine Instructions, And Support Teams In Meeting Accuracy And Consistency Standards.

Languages

English
Native
Romanian
Native
Spanish
Intermediate
Italian
Elementary

Education

Hyperion University

Bachelor of Science · Business Management & Marketing · București, Romania

Central Texas College

Associate of Applied Science · Computer Science - Cybersecurity · Killeen, United States

Quantic School of Business & Technology

Executive Master of Business Administration · Business Administration · Washington, United States

Certifications & licenses

Scrum Master

Scrum Alliance

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