Key Skills

Software

Appen

Top Subject Matter

LLM Training

Safety Enhancement

Multilingual AI

Top Data Types

Text

Image

Top Task Types

Prompt + Response Writing (SFT)

Freelancer Overview

Freelance AI Trainer & Data Annotator. Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Appen, Internal, and Proprietary Tooling. AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT).

Labeling Experience

Freelance AI Trainer & Data Annotator

AppenTextPrompt Response Writing SFT

As a freelance AI Trainer and Data Annotator, I crafted and refined thousands of high-quality prompt–response pairs for LLMs. My responsibilities included performing language model evaluations, safety assessments, and preference rankings using RLHF techniques. I specialized in multilingual and culturally-relevant annotation, focusing on African English variants and local contexts. • Created and rated prompt-response pairs for text generation and preference ranking tasks • Used Appen, Remotasks, DataAnnotation, Outlier, and similar platforms for annotation • Identified and flagged edge cases, biases, and toxic content • Regularly ranked among top annotators based on quality and throughput

As a freelance AI Trainer and Data Annotator, I crafted and refined thousands of high-quality prompt–response pairs for LLMs. My responsibilities included performing language model evaluations, safety assessments, and preference rankings using RLHF techniques. I specialized in multilingual and culturally-relevant annotation, focusing on African English variants and local contexts. • Created and rated prompt-response pairs for text generation and preference ranking tasks • Used Appen, Remotasks, DataAnnotation, Outlier, and similar platforms for annotation • Identified and flagged edge cases, biases, and toxic content • Regularly ranked among top annotators based on quality and throughput

2023 - Present

AI Content & Prompt Specialist (Self-Employed / Side Projects)

TextPrompt Response Writing SFT

As an AI Content & Prompt Specialist working on self-employed projects, I developed custom prompt templates to enhance LLM performance. I curated synthetic text datasets using advanced prompting strategies and collaborated with the open-source community on LLM fine-tuning feedback loops. These efforts contributed to better LLM generation, summarization, and code generation abilities. • Designed and tested prompt templates for generative and summarization tasks • Curated and labeled synthetic data for LLM training • Collaborated in small groups for fine-tuning evaluation • Utilized internal and public generative AI tools as primary environments

As an AI Content & Prompt Specialist working on self-employed projects, I developed custom prompt templates to enhance LLM performance. I curated synthetic text datasets using advanced prompting strategies and collaborated with the open-source community on LLM fine-tuning feedback loops. These efforts contributed to better LLM generation, summarization, and code generation abilities. • Designed and tested prompt templates for generative and summarization tasks • Curated and labeled synthetic data for LLM training • Collaborated in small groups for fine-tuning evaluation • Utilized internal and public generative AI tools as primary environments

2022 - 2023

Education

Work History