
Patrick Ebuka
Results-oriented AI Training Specialist and Data Annotation Expert
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About
Results-oriented AI Training Specialist and Data Annotation Expert with over 5 years of hands-on experience evaluating and refining Large Language Models on platforms such as Outlier AI and Mindri ft. Proven track record in prompt engineering, response evaluation, quality assurance, and AI ethics. Holds a Master's degree in Artificial Intelligence and a Bachelor's in Mechanical Engineering.
Excellent analytical thinker with strong attention to detail, capable of delivering high-volume, high-quality work in fast-paced AI development environments. Passionate about contributing to the advancement of safe, reliable, and capable AI systems.
Experience
AI Training & Data Annotation Expert at Outlier AI & Mindrift (2021-01 – Present)
Delivered expert-level AI training, data annotation, and quality evaluation for frontier Large Language Models, consistently meeting or exceeding strict quality benchmarks.
- Reviewed, analyzed, and scored thousands of AI-generated responses across diverse domains for accuracy, relevance, coherence, safety, and adherence to complex guidelines.
- Specialized in prompt assessment, response justification, red-teaming, and iterative improvement of model outputs.
- Conducted in-depth research and information synthesis to support high-quality task completion and model refinement.
- Adapted rapidly to evolving project requirements and new evaluation rubrics while maintaining exceptional consistency and attention to detail.
- Achieved top-tier performance ratings through sustained high throughput and quality standards.
Computer Training Instructor at Excellent Tutors Computer Enterprise (2021-01 – 2022-12)
Designed and delivered training programs on fundamental computer skills, digital literacy, productivity tools, and internet-based applications.
- Supported beginners and intermediate learners in building confidence and practical technology skills.
- Developed teaching materials and assessment methods that improved student engagement and learning outcomes.
Freelance AI Research & Data Specialist at Self-employed / Various Remote Projects (2022-01 – Present)
Performed advanced internet research, data collection, and curation to support AI model development and academic/industry projects.
- Conducted thorough prompt testing, app feedback, and quality reporting for emerging AI tools and applications.
- Applied Mechanical Engineering analytical background to technical problem-solving and systematic evaluation tasks.
Pharmaceutical R&D Domain Expert at BioForge Therapeutics (via Mercor) (2026-01 – Present)
Served as a subject matter expert contributing to the development of realistic pharmaceutical R&D simulations and world-building for AI training systems.
- Defined core workflows for managing drug candidate portfolios across preclinical and Phase I-III clinical development stages.
- Created detailed use cases covering study data analysis, safety signal monitoring, regulatory submission processes, vendor/CRO management, milestone tracking, and strategic go/no-go decision-making.
- Provided industry-accurate insights on cross-functional R&D operations integrating scientific, operational, and financial considerations.
Education
Doctor of Philosophy (PhD) in Artificial Intelligence – Capitol Technology University (2023-01 – 2026-12)
Master of Science in Artificial Intelligence – University of Colorado Boulder (2023-01 – 2023-12)
Bachelor of Engineering (B.Eng.) in Mechanical Engineering – University of Nigeria, Nsukka (UNN) (2020-01 – 2026-12)


