Molly N.

Key Skills

Software

Internal/Proprietary Tooling

Scale AI

Labelbox

Label Studio

Top Subject Matter

Multi-modal AI training

Llms Domain Expertise

computer vision

Top Data Types

Image

Audio

Text

Video

Top Task Types

RLHF

Evaluation/Rating

Transcription

Red Teaming

Text Summarization

Question Answering

Object Detection

Segmentation

Action Recognition

Classification

Freelancer Overview

AI Content Evaluator (Project Aether). Brings 11+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Outlier, Remotasks Dashboard, and Label Studio. Education includes Bachelor of Arts with Honours, The Open University (2022) and General Certificate of Secondary Education, Hazelwick Academy (2017). AI-training focus includes data types such as Text, Audio, and Video and labeling workflows including RLHF, Evaluation, and Rating.

Labeling Experience

Aether AI Audio Specialist

AudioRLHF

Preference ranking, comparing two audio clips and deciding which one sounds more natural, training AI models. Alignment: Helping the model align with human expectations-like making sure a "happy" voice actually sounds happy or that a sarcastic voice does not sound robotic. Comparative audio ranking, acoustic quality auditing and technical justification.

2026 - Present

Aether Generalist

ImageRLHFSegmentation

Conducted side-by-side evaluations of AI generated images to improve model alignment and instruction following. Identified visual "hallucinations", structural inconsistencies and failures in material fidelity. Authored high-density rationales to explain model failures, focusing on spatial logic and mechanical accuracy.

2026 - Present

Education

Work History