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CERTIFIED INTERIORSCI
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CERTIFIED INTERIORS

@certifiedinteriors

I evaluate LLM outputs and build reliable human-in-the-loop AI workflows.

Kenya
Message

What I'm looking for

I'm looking for remote AI evaluation, LLM analysis, or human-in-the-loop AI work where I can apply rigorous rubric-based judgment, improve data quality, identify model failures, and adapt quickly to evolving specifications.

At Micro1, I conduct side-by-side evaluations of AI model responses across project management, business analysis, and administrative work. I produce preference data, detailed rationales, and reproducible examples of hallucinations, instruction failures, and operationally unsound outputs.

I maintained a 96% quality score across 1,000+ completed tasks while adapting to changing rubrics, audits, and calibration reviews in a distributed remote environment.

At Turing, I evaluated LLM responses for correctness, reasoning, clarity, usefulness, tone, instruction following, and contextual continuity. I've ranked responses, reviewed multi-turn conversations, improved rubric-based criteria, and documented recurring model failures, unsupported claims, and constraint violations.

Before focusing on AI evaluation, I managed data-oriented project workflows for residential and commercial engagements. I built reporting frameworks, tracked delivery KPIs, transformed qualitative feedback into actionable data, and standardized documentation and review processes.

Experience

Work history, roles, and key accomplishments

MI
Current

General AI Trainer

Micro1

Dec 2025 - Present (8 months)

Conducted side-by-side evaluations of model responses across project management, business analysis, and administrative domains, rating outputs on accuracy, instruction following, reasoning quality, tone, and safety to generate preference data for fine tuning. Authored detailed written rationales for every judgment, giving research teams actionable reasoning rather than isolated scores.

Education

Degrees, certifications, and relevant coursework

Coursera logoCO

Coursera

Certificate, Project Management

2022 - 2022

Completed coursework in project management and planning, enhancing skills in project coordination and execution.

Maseno University logoMU

Maseno University

Bachelor of Arts, Interior Design with Information Technology

2014 - 2020

Grade: Second Class Honors

Pursued a Bachelor of Arts in Interior Design with Information Technology, graduating with Second Class Honors.

Microsoft Learn logoML

Microsoft Learn

Certificate, Artificial Intelligence

Studied AI fundamentals, covering AI concepts, machine learning basics, and real-world applications.

Tech stack

Software and tools used professionally

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