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Experience & Track Record

The roles I've held, what I owned, and what came out of it.

  1. AI Engineer

    ITC International

    Dec 2025 – Present

    Build AI projects, chatbots and automation, red-team and evaluate AI models, and create training data.

    Key outcomes & impact

    • Build LLM-powered applications, chatbots and Python automation workflows end to end, from prompt and pipeline design to integration and testing.
    • Create training and evaluation datasets for AI models, writing challenging multilingual prompts across formats, languages and Arabic dialects to target known and new failure modes.
    • Design adversarial test scenarios (AI red teaming) that probe LLM reliability, factual accuracy, hallucination, bias and unsafe behavior.
    • Evaluate model outputs against a structured rubric (accuracy, relevance, completeness, neutrality, safety, source validation) and trace the root cause of each failure with supporting evidence.
    • Deliver reproducible defect reports (prompt, response, weakness, recommended correction) that drive model improvements and technical investigation.
  2. Content Security Moderator

    BIGO Live

    Apr 2023 – Dec 2025

    Kept the platform safe by reviewing live-stream and user-generated content against community guidelines.

    Key outcomes & impact

    • Reviewed live-stream and user-generated content, identifying harmful material and policy violations and applying community guidelines to keep the platform safe.
    • Worked with the team to sharpen policy interpretation and reporting practices, experience that now underpins AI safety and evaluation work.

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