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VICTOR MUGAMBI

@victormugambi2

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Clinical Medicine student skilled in AI evaluation, systems thinking, and quality assurance.

Kenya

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What I'm looking for

I seek remote, flexible roles in AI evaluation or QA where I can apply systems thinking, identify edge cases, and improve model safety and reliability.

I am a Clinical Medicine and Surgery student with strong analytical reasoning, systems thinking, and experience in quality assurance for human-in-the-loop AI evaluation. I apply statistical and mathematical modeling, structured data literacy (JSON/YAML), and rigorous evidence-based analysis to identify edge cases, logical gaps, and potential failure modes.

I have documented detailed analytical reports on complex clinical cases, conducted scenario analyses, and collaborated asynchronously on evaluation tasks. I seek remote, flexible roles where I can contribute to AI quality assurance, ethical model development, and clear, concise documentation of agent behavior.

Experience

Work history, roles, and key accomplishments

Current

AI Agent Evaluation Analyst

Current

Independent Academic and Practical Work

Jan 2022 - Present (4 years)

Applied critical thinking and systems analysis to evaluate scenarios, identify edge cases, and document logical gaps in clinical and theoretical problems; produced detailed analytical reports to improve task completeness and realism.

Systems Thinking QA Testing JSON YAML Documentation Remote Collaboration

Quality Assurance Intern

Human-in-the-Loop AI Evaluation

Jan 2020 - Dec 2021 (1 year 11 months)

Reviewed and annotated evaluation tasks for completeness and logical consistency, suggested edge-case test scenarios, and collaborated asynchronously to refine evaluation procedures.

Annotations & QA Edge Cases Written Communication Remote Collaboration