Liu Z.

Key Skills

Software

Other

Clickworker

Humanatic

Img Lab

LabelImg

Mighty AI

Scale AI

Internal/Proprietary Tooling

Top Subject Matter

Real Estate AI Content and Agents

AI Comics/Film Generation

Top Data Types

Text

Video

Image

Top Task Types

RLHF

Text Generation

Evaluation/Rating

Entity (NER) Classification

Object Detection

Point/Key Point

Text Summarization

Fine-tuning

Data Collection

Prompt + Response Writing (SFT)

Freelancer Overview

I have experience working at the intersection of AI-generated content, platform algorithms, and large-scale content operations. My background includes building AI-assisted content workflows for real-estate marketing, where I designed structured prompting systems and optimized AI-generated outputs for platforms such as Xiaohongshu and Douyin. Through this work, I developed strong understanding of content quality evaluation, user engagement patterns, information structuring, and AI output controllability in real-world production environments. In addition, I have hands-on experience with multimodal AI content generation workflows, including AI-generated comic and video production pipelines. I am familiar with evaluating consistency, style alignment, narrative coherence, and content usability across different AI-generated assets. My experience in livestream e-commerce and operational SaaS systems also gave me practical understanding of large-scale workflow management, data organization, and human-in-the-loop content optimization processes relevant to AI training and evaluation environments.

Labeling Experience

AI Comic / Multimodal Content Producer - Multimodal AI Asset Generation and Review

ImagePrompt + Response Writing (SFT)

Managed a comprehensive multimodal workflow for creating AI-generated comic-style multimedia content from character design to final delivery. Conducted content serialization and consistency operation for maintaining style and character identity. Addressed challenges of continuity and style drift in AI-generated assets. • Generated visual and text-based prompts to direct AI models in creating comic characters and scenes • Oversaw the review of AI-generated imagery and video for consistency and accuracy • Executed end-to-end quality control for style, continuity, and serialization across assets • Operated independently from planning through to AI-generated content delivery

Not specified

AI Content Product Lead - AI Content Generation and Prompt Design

ImagePrompt + Response Writing (SFT)

Led the construction of an AI-driven content generation workflow for real-estate marketing, optimizing prompt design and content strategies for social platforms. Created reusable prompt structures and workflows that enabled the AI to produce platform-native copy and multimedia assets. Focused on ensuring information density, emotional pacing, and stylistic alignment with targeted marketing needs. • Developed detailed prompts for generating real-estate marketing content using AI • Mapped real property and contextual data into prompt designs for accurate AI response generation • Evaluated and iteratively refined generated content for relevance and engagement • Ensured workflow enabled non-technical users to utilize AI-driven systems effectively.

Not specified

Education

Work History