
marwan User
@marwanuser5
I evaluate and label multilingual LLM data, delivering consistent quality and safety reviews.
What I'm looking for
I annotate and review text, code, image, and audio datasets for LLM training at Invisible Technologies and through Mercor projects for a Top 3 AI company. I apply labeling guidelines, rubrics, and taxonomies to evaluate accuracy, instruction-following, safety, and quality.
Alongside annotation, I conduct cybersecurity research through Code4rena, Cantina, and HackerOne, with confirmed high- and medium-severity findings and an open-source PR merged into Warp Terminal. I bring native Arabic, fluent English, computer science study, and Arabic–English content experience to technical evaluation and clear written feedback.
Experience
Work history, roles, and key accomplishments
Annotated and labeled multimodal datasets for LLM training pipelines, applying guidelines and rubrics to assess correctness and quality. Conducted RLHF preference-ranking and safety-labeling reviews, scoring model outputs against accuracy, instruction-following, and safety criteria.
Selected through Mercor for a text annotation role evaluating LLM outputs for accuracy, safety, and instruction-following on technical, coding, and reasoning tasks. Provided structured written feedback identifying inconsistencies, missing context, and unclear labeling or acceptance criteria in model responses.
Labeled and reviewed recordings and scripts against project annotation guidelines, identifying errors, inconsistencies, and gaps and documenting them clearly for the review team. Collaborated asynchronously with a distributed team across time zones, adapting to evolving annotation standards.
Independent Security Researcher
Code4rena
Jan 2025 - Dec 2026 (1 year 11 months)
Confirmed high-severity finding in the Olas audit and a medium-severity finding in the Rujira audit, ranking Top 24/96 in the VII-Finance-Contracts audit on Cantina. Discovered and responsibly disclosed a critical information-disclosure vulnerability in a university web system, applying OWASP Top 10 methodology.
Social Media Head
Enactus
Led the social media function for Enactus, planning and reviewing content output and keeping messaging consistent across the team. Coordinated a team of volunteers across multiple student activities over two years, dividing work, reviewing output quality, and meeting event deadlines.
Content Creator & Digital Marketing Intern
Tajally Media Production
Produced Arabic and English content for client campaigns, writing and adapting copy to brand guidelines and tone-of-voice rules. Supported digital marketing activity across social platforms, including content planning, scheduling, and performance review.
Education
Degrees, certifications, and relevant coursework
Benha National University
Bachelor of Science, Computer Science
2023 -
Pursuing a Bachelor of Science in Computer Science, currently in the third year. Coursework includes data structures, algorithms, object-oriented programming, computer networks, and operating systems.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Website
marosecurity.comSalary expectations
Social media
Job categories
Skills
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