Muhammad H.

Key Skills

Software

Don't disclose

Top Subject Matter

Bilingual Arabic-English AI language training and evaluation (Fusha/Classical Arabic)

Operational QA evaluation for customer service outputs (bilingual context)

Top Data Types

Text

Document

Video

Top Task Types

RLHF

Transcription

Evaluation/Rating

Fine-tuning

Red Teaming

Freelancer Overview

Bilingual AI Language Specialist (Freelance). Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose, Internal, and Proprietary Tooling. Education includes Bachelor of Engineering, Alexionia University (2019). AI-training focus includes data types such as Text and labeling workflows including Red Teaming, Evaluation, and Rating.

Labeling Experience

Bilingual AI Language Specialist (Freelance)

Don't discloseTextRed Teaming

Provided bilingual AI language evaluation by checking outputs for factual accuracy and natural language flow across Arabic and English. Conducted red-teaming-style tests to identify logical breaks and hallucinations, and audited linguistic quality using knowledge of Arabic literature. Refined or assessed model behavior to support elevated registers such as Classical Arabic Poetry and Modern Standard Arabic with culturally nuanced outputs. • Fact-checking and quality auditing of AI-generated bilingual content • Red teaming to detect hallucinations and reasoning errors • Linguistic review for register, style, and cultural authenticity • Support for fine-tuning or iterative refinement of model outputs

2020 - Present

Education

Work History