Mohammed W.

Key Skills

Software

Other

Top Subject Matter

AI agent evaluation and human feedback for RLHF-style training

Top Data Types

Text

Image

Top Task Types

RLHF

Freelancer Overview

Outlier AI (Freelance) — AI Agent Evaluator. Brings 1+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Technology, CVR College of Engineering (2023). AI-training focus includes data types such as Text and Image and labeling workflows including Evaluation, Rating, and RLHF.

Labeling Experience

AI Agent Evaluator (Freelance) - Outlier AI

ImageRLHF

Evaluated AI agent outputs for quality, correctness, instruction-following, and reasoning using structured evaluation criteria. Identified recurring failure modes and provided documented feedback to support downstream model training and fine-tuning processes. Contributed human feedback data consistent with RLHF-style quality improvement workflows and reviewed outputs across multiple task categories. • Quality and correctness evaluation of AI-generated outputs • Structured feedback documentation for model improvement • Category-based review and rating across tasks • Recording evaluation evidence to support RLHF-style workflows

2026 - 2026

Outlier AI (Freelance) — AI Agent Evaluator

OtherText

Evaluated 200+ AI-generated outputs to assess quality, correctness, instruction-following, and reasoning against predefined criteria. Recorded structured human feedback and identified recurring failure patterns to support model training and fine-tuning workflows. Contributed to an RLHF-style evaluation loop by producing and rating outputs across multiple task categories. • Rated outputs and documented evaluation results by quality and correctness. • Captured structured feedback for recurring error pattern analysis. • Produced 20+ structured evaluation videos as part of the review process. • Assisted with human feedback data collection for RLHF-style improvements.

2026 - 2026

Education

Work History