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Adrian PovestcaAP
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Adrian Povestca

@adrianpovestca

AI Operations Specialist evaluating generative AI outputs with rigorous data-quality precision.

Vietnam
Message

What I'm looking for

I’m looking for flexible, high-trust remote/B2B work where I can audit and improve generative AI outputs, follow complex guidelines, and deliver high-quality evaluation and training inputs with clear reasoning and strong data quality control.

I’m an analytical, detail-oriented AI Operations Specialist with hands-on experience interacting with, testing, and evaluating Generative AI systems. I review complex outputs, identify logical inconsistencies, and produce clear, structured reasoning to support high-quality training inputs.

In my freelance work, I test and iterate prompts and evaluate responses using leading LLMs like Claude and ChatGPT. I audit model outputs for accuracy, including subtle edge-case contradictions, and document detailed feedback loops and step-by-step reasoning logs for interactive web products.

I also bring a strong digital-operations background: high-accuracy data entry, workflow documentation, process compliance, digital asset management, and root-cause analysis. From maintaining e-commerce product catalogs with “absolute zero-error precision” to building if/then rules for store automations—and performing precision technical quality control with digital CAD/CAM—I’m consistently focused on correctness, compliance, and actionable reporting.

Experience

Work history, roles, and key accomplishments

IC
Current

AI Operations Specialist

Independent Contractor

Nov 2024 - Present (1 year 7 months)

Conducted hands-on testing, prompt iteration, and response evaluation of Claude and ChatGPT to refine automated agent workflows. Audited model outputs for logical contradictions and guideline adherence, and produced structured step-by-step reasoning logs to support training data for interactive web products.

Education

Degrees, certifications, and relevant coursework

DC

DeepLearning.AI & CopilotKit

Coursework: Building Interactive Agents with Generative UI, Generative AI Agent Development

Coursework focused on AI agent behaviors, logical sequence auditing, and how frontier models interact with structured instructions.

BN

Berufliche Schule 7 Nürnberg

Vocational Training & Support Operations (Ausbildung), Support Operations

2021 - 2024

Completed vocational training in Vocational Training & Support Operations (Ausbildung), building work ethic, critical thinking, and high efficiency under structured guidelines.

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