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Smart M.

Smart M.

Founder & Quality Assurance Lead — Infinite8 Creative Agency (Image output review and evaluation)

Nigeria flagAdamawa, Nigeria

Key Skills

Software

Other
Label StudioLabel Studio
Scale AIScale AI
DatasaurDatasaur

Top Subject Matter

AI-generated images and visual quality assessment
Generative AI image evaluation and comparative ranking
Text quality assessment and intent/tone evaluation for campaigns

Top Data Types

ImageImage
TextText
DocumentDocument

Top Task Types

RLHFRLHF
ClassificationClassification

Freelancer Overview

Founder & Quality Assurance Lead — Infinite8 Creative Agency (Image output review and evaluation). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other, Adobe Photoshop, and Adobe Illustrator. Education includes Bachelor of Technology, Federal University of Technology Minna. AI-training focus includes data types such as Image and Text and labeling workflows including Evaluation, Rating, and RLHF.

Labeling Experience

Founder & Quality Assurance Lead — Infinite8 Creative Agency (Image output review and evaluation)

OtherImageImage

Oversees end-to-end quality review of AI-generated visual outputs against client briefs and brand standards, applying structured evaluation criteria before approval. Performs comparative assessment of Midjourney and Stable Diffusion generations for composition accuracy, lighting quality, style adherence, and prompt alignment. Develops standardized review checklists to ensure consistent rubric-based quality judgments across contributors. • Assesses image outputs for composition, lighting accuracy, style consistency, and prompt alignment • Maintains high-volume deadline-driven pipelines across multiple client campaigns • Creates internal annotation/quality rubrics mirroring guideline-following workflows • Ensures compliance with client briefs and visual professional standards before delivery

2024 - Present

Generative AI Practitioner & Visual Evaluator — Independent Practice

OtherImageImageRLHFRLHF

Generates and iteratively evaluates thousands of AI image outputs across diverse styles, subjects, and use cases using controlled prompting practices. Produces comparative rankings of outputs based on how well generations fulfill an intended prompt and visual correctness, directly reflecting RLHF-style preference/evaluation tasks. Diagnoses failures by identifying anatomical distortions, lighting inconsistencies, texture artifacts, style drift, and composition imbalance. • Performs prompt engineering and evaluates prompt-to-output alignment • Conducts comparative output ranking based on intent and visual quality • Identifies common image defects (anatomy, lighting, artifacts, style drift) • Uses guided generation tools and workflows to refine outputs

2023 - Present

Visual Designer & Brand Compliance Reviewer — Achillz Limited / Unimart / Godami

ImageImage

Produces and reviews brand visual assets by applying detailed brand guidelines and rubric-based compliance checks. Evaluates color accuracy, typographic consistency, layout balance, and compositional quality across high-volume deliverables. Flags deviations from brand standards before delivery, mirroring structured visual annotation quality control. • Checks color fidelity, typography consistency, layout balance, and composition • Identifies and flags brand guideline deviations prior to release • Maintains structured compliance review across multiple brands • Performs remote, asynchronous quality-focused work

2022 - Present

Media Director — Content Review & Approval (Text review and labeling-quality assessment)

OtherTextTextClassificationClassification

Reviews and approves large volumes of visual and written campaign content using consistent quality standards prior to publication. Evaluates written content for tone, clarity, intent alignment with messaging guidelines, and factual correctness with medical oversight. Applies a precision-first approach to judging language correctness and suitability, analogous to text labeling quality and intent assessment. • Assesses written content tone, clarity, and intent/message alignment • Verifies factual accuracy with medical professionals • Enforces messaging guidelines and quality criteria before approval • Supports publication readiness through structured review processes

2022 - Present

Education

F

Federal University of Technology Minna

Bachelor of Technology, Urban and Regional Planning

Bachelor of Technology
Not specified

Work History

A

Achillz Limited

Visual Designer and Brand Compliance Reviewer

N/A
2022 - Present
M

Model Against Cancer Foundation (MACF)

Media Director (Content Review and Approval)

Minna
2022 - Present