Godwin M.

Key Skills

Software

Mindrift

Other

Top Subject Matter

Linguistic quality evaluation of AI-generated English text

Editorial writing and linguistic quality control

Top Data Types

Text

Top Task Types

Prompt + Response Writing (SFT)

Freelancer Overview

Writer / AI Content Evaluator — Mindrift (Remote, Project-based). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Mindrift and Other. Education includes Bachelor of Arts, Murang'a University of Technology (2023). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

Founder / Editor — The Thinking Room (Independent Publication, Substack)

OtherTextPrompt + Response Writing (SFT)

Wrote and edited long-form essays under strict editorial standards that emphasize consistent voice, clear argument structure, and precise register control. Applied close-reading discipline to revise drafts for consistency, imprecise phrasing, and weak reasoning prior to publication. While not explicitly described as AI training, this editorial practice aligns with creating high-quality language targets and evaluative standards for text quality. • Produced publishable long-form written content with strong linguistic control • Edited for coherence, argument structure, and tone/register consistency • Performed iterative quality checks before release • Maintained independent publication workflow

2026 - Present

Writer / AI Content Evaluator — Mindrift (Remote, Project-based)

MindriftText

Evaluated AI-generated text responses using strict, rubric-based linguistic criteria for accuracy, coherence, tone, and naturalness. Performed side-by-side comparative judgments between two model outputs and assigned overall quality ratings based on which response read better. Flagged responses that were unclear, unnatural, or off-register while maintaining consistent scoring across high-volume tasks. • Assessed grammar, register, tone, coherence, and naturalness of written English • Conducted preference judgments between alternative AI outputs • Applied rubric consistency and updated guidelines as project requirements evolved • Managed unsupervised workload to meet daily/weekly output and accuracy targets

2023 - 2025

Education

Work History