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Chris Medupin

Chris Medupin

AI Task Reviewer — Stagecraft Titan Project

Canada flagWinnipeg, Canada
$40.00/hrExpertAxiom AIMicro1Telus

Key Skills

Software

Axiom AI
Micro1
TelusTelus

Top Subject Matter

AI Task Quality Review
Legal Services & Contract Review
Regulatory Compliance & Risk Analysis

Top Data Types

TextText
DocumentDocument
ImageImage

Top Task Types

Bounding Box
Classification
Cuboid
Object Detection
Text Generation
Question Answering
Text Summarization
Red Teaming
Transcription
Evaluation Rating
Data Collection
Prompt Response Writing SFT

Freelancer Overview

AI Task Reviewer — Stagecraft Titan Project. Brings 13+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Micro1. Education includes Master of Science, University of Birmingham (2015) and Bachelor of Science, University of Abuja (2006). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

ExpertEnglish

Labeling Experience

Generalist

VideoTranscription
On the Outlier platform, I worked as a generalist AI trainer reviewing a wide range of tasks — comparing and ranking model-generated responses, annotating audio and image data, validating transcriptions, and providing written feedback on AI outputs across text, code, and multimodal tasks. The work required sharp attention to detail, consistent judgment under ambiguity, and the ability to articulate why one output was better than another , not just that it was.

On the Outlier platform, I worked as a generalist AI trainer reviewing a wide range of tasks — comparing and ranking model-generated responses, annotating audio and image data, validating transcriptions, and providing written feedback on AI outputs across text, code, and multimodal tasks. The work required sharp attention to detail, consistent judgment under ambiguity, and the ability to articulate why one output was better than another , not just that it was.

2025 - Present

AI Task Reviewer — Stagecraft Titan Project

Micro1Text
Reviewed and evaluated AI training tasks for quality control as the main quality gate before entry into the AI model training pipeline. Ensured prompt integrity, technical feasibility, and deliverable alignment by scrutinizing tasks submitted by domain experts prior to model ingestion. Rewrote ambiguous task criteria to meet operationally sound and testable standards, supporting better model performance and reduction in rejection rates. • Evaluated 30–60 tasks per week, identifying vague or infeasible prompts and improving clarity in acceptance criteria. • Validated deliverables matched prompt intent, escalating systemic issues for upstream process refinement. • Used structured evaluation frameworks to distinguish edge cases from poor specification for AI training tasks. • Maintained high throughput and quality autonomously over a 6+ month remote engagement with Micro1's data engine team.

Reviewed and evaluated AI training tasks for quality control as the main quality gate before entry into the AI model training pipeline. Ensured prompt integrity, technical feasibility, and deliverable alignment by scrutinizing tasks submitted by domain experts prior to model ingestion. Rewrote ambiguous task criteria to meet operationally sound and testable standards, supporting better model performance and reduction in rejection rates. • Evaluated 30–60 tasks per week, identifying vague or infeasible prompts and improving clarity in acceptance criteria. • Validated deliverables matched prompt intent, escalating systemic issues for upstream process refinement. • Used structured evaluation frameworks to distinguish edge cases from poor specification for AI training tasks. • Maintained high throughput and quality autonomously over a 6+ month remote engagement with Micro1's data engine team.

2025 - Present

Education

U

University of Birmingham

Master of Science, Public Administration and Development

Master of Science
2015 - 2015
U

University of Abuja

Bachelor of Science, Unspecified

Bachelor of Science
2006 - 2006

Work History

S

Sun Life Financial

IT Systems Analyst

Winnipeg
2022 - Present
G

Government of Canada

Benefits Business Analyst

Winnipeg
2020 - 2022