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S
Struanw

Struanw

AI App Developer—AI Logic Evaluation and Testing

United Kingdom flagluss, United Kingdom
$15.00/hrIntermediateOtherData Annotation Tech

Key Skills

Software

Other
Data Annotation TechData Annotation Tech

Top Subject Matter

AI opponent behavior in board games
Legal Services & Contract Review
Regulatory Compliance & Risk Analysis

Top Data Types

TextText
DocumentDocument
ImageImage

Top Task Types

Computer Programming/CodingComputer Programming/Coding
ClassificationClassification
Object DetectionObject Detection
Question AnsweringQuestion Answering
Text GenerationText Generation
Fine-tuningFine-tuning

Freelancer Overview

AI App Developer (Personal Project) – Catan Mobile Clone. Brings 10+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Science, University of the People (2025) and Higher National Certificate, SAMS / UHI (2016). AI-training focus includes data types such as Computer Code and Programming and labeling workflows including Evaluation and Rating.

IntermediateEnglish

Labeling Experience

AI App Developer (Personal Project) – Catan Mobile Clone

Other
Reviewed and evaluated AI opponent logic outputs to improve gameplay performance and realism. Participated in multiple AI model testing cycles, providing human feedback on output validity and behavior. Documented and maintained quality standards in structured reports to ensure consistent AI annotation criteria. • Labeled and classified game-state AI decision outcomes • Used prompt engineering to iteratively refine AI responses • Assessed AI moves for logical accuracy and rules compliance • Provided direct feedback to guide model improvements

Reviewed and evaluated AI opponent logic outputs to improve gameplay performance and realism. Participated in multiple AI model testing cycles, providing human feedback on output validity and behavior. Documented and maintained quality standards in structured reports to ensure consistent AI annotation criteria. • Labeled and classified game-state AI decision outcomes • Used prompt engineering to iteratively refine AI responses • Assessed AI moves for logical accuracy and rules compliance • Provided direct feedback to guide model improvements

2025 - 2026

Education

S

SAMS / UHI

Higher National Certificate, Marine Science

Higher National Certificate
2015 - 2016
U

University of the People

Bachelor of Science, Computer Science

Bachelor of Science
2025

Work History

S

Sweeney's Cruise Company

Boat Captain

Loch Lomond
2022 - Present
R

Renfrew Ferry

Ferry Captain

River Clyde
2021 - 2022