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Thaddeus Arama

@thaddeusarama

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I annotate video data and evaluate LLM outputs with precise, rubric-driven QA.

Kenya

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What I'm looking for

I'm looking for AI training, video annotation, LLM evaluation, or QA work where I can apply structured rubrics, precision, error analysis, and independent workflow management.

I review and annotate general, procedural, and first-person video footage for micro1, OpenTrain AI, CloudFactory, and freelance clients.

I perform frame-by-frame labeling, object boundary tracking, timestamp review, hand-pose and action annotation, and structured QA against detailed rubrics. I also evaluate RLHF tasks through comparative rankings and written justifications.

I use error taxonomies and edge-case classification to identify ambiguities and support accurate AI-training data pipelines. I scored 7.9/10 on a robotic/procedural video annotation assessment.

I also built Recodi, a full-stack dashboard tool that automates local operational workflows. My BSc in Economics and Finance and multilingual communication in English, Swahili, Kikuyu, and Gusii support my structured, independent approach to annotation work.

Experience

Work history, roles, and key accomplishments

Current

Freelance Video Annotator & LLM Evaluator

Current

Independent

Jan 2026 - Present (8 months)

Reviewed and annotated video segments across general, procedural, and first-person perspective footage, maintaining high accuracy against structured QA rubrics under proctored testing conditions. Performed RLHF evaluation tasks with detailed written justifications and comparative rankings across multiple certified domains.

Video Annotation QA Error Taxonomy Ranking