Joe U.

Key Skills

Software

Don't disclose

Top Subject Matter

AI output assessment and prompt engineering

AI narrative evaluation and continuity checking

AI-assisted content editing and quality evaluation

Top Data Types

Text

Image

Top Task Types

Classification

Segmentation

Bounding Box

Freelancer Overview

I am an AI Tool Developer and Prompt Designer with hands-on experience building and evaluating AI-generated outputs using Google AI Studio, Leonardo AI, and proprietary tooling. Core strengths include evaluation and rating of text-based data, rubric-aligned feedback, and quality-focused execution across complex workflows. Key projects include a Viral Hook Generator, a Photo Studio application, and the Borderline AI film project - each requiring systematic assessment of AI outputs for prompt adherence, structural consistency, and output fidelity.

Labeling Experience

Lead Scriptwriter & Continuity Analyst (Borderline Project AI Film)

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Performed continuity and narrative consistency evaluation for AI-generated scripts by conducting close reading and critical analysis of drafted scenes. Identified logical gaps, character voice inconsistencies, and narrative drift, then produced structured revision notes to guide iterative prompting. Maintained detailed tracking of character details, dialogue patterns, and plot progression across multiple drafts to prevent continuity errors. • Reviewed AI-drafted scenes for coherence and tonal alignment • Logged continuity-relevant character and plot details across revisions • Generated structured prompts/revision notes to steer model outputs • Ensured finalized deliverables met continuity and pacing requirements

2026 - Present

Freelance Creative Writer & Content Editor (Self-Employed)

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Edited and quality-assured AI-assisted drafts using critical reading and structured consistency checks focused on logical flow and stylistic alignment. Reviewed content for adherence to audience-specific guidelines and improved clarity and tone in independently produced materials. Supported a self-directed workflow for drafting, self-editing, and QA without direct supervision. • Applied evaluation frameworks to ensure rubric-like adherence to guidelines • Ensured consistency in writing quality, tone, and formatting across outputs • Performed post-draft review of AI-assist documents for logic and style • Delivered polished written content through iterative self-improvement

2025 - Present

AI Tool Developer & Prompt Designer (Independent Projects)

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Independently evaluated AI-generated outputs against quality benchmarks, focusing on relevance, tone accuracy, structural consistency, and factual gaps. Produced structured written feedback to refine prompt architecture and improve output fidelity, while using statistical reasoning to track response patterns. Optimized AI parameters to reduce hallucination rates and improve generative consistency across many iterations. • Tested and iterated on AI outputs in a prompt-driven workflow • Assessed logical coherence and continuity across long-form outputs • Authored rubric-aligned, actionable revision guidance for model iteration • Managed end-to-end project lifecycle from concept through deployment

2025 - Present

Education

Work History