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About

Insaf Ismath

Insaf Ismath is an AI/ML Engineer and Researcher with 5+ years of experience in AI research and engineering, based in the UAE for the past 2.5+ years, currently at 2PointZero, an energy and consumer investment platform under International Holding Company (IHC). He holds an MSc in AI from MBZUAI (Rank 2/36, GPA 3.95) and has published at top-tier AI conferences including EMNLP 2025 and CVPR 2026.

At 2PointZero, Insaf designs and ships production-grade AI systems across a consumer and energy portfolio: a geospatial intelligence platform right-sizing a 134-branch salon network, a conversational workforce benchmarking agent for portfolio companies, a real-time avatar voice agent for a C-suite event, and a portfolio-wide rollout of 8,000+ custom GPTs. He takes problems end-to-end, from scoping with stakeholders through design, implementation, and rollout, and is skilled across the full generative AI stack alongside classical ML and scalable data-led solutions.

His vision is to build and lead at the point where business strategy and frontier AI converge. Insaf gravitates toward problems where the technical solution is inseparable from the business context. Outside work, he's usually on a long run, a football pitch, or a padel court.

Career

Most recent first.

  1. AI Analyst · 2PointZero Group

    Full-time · On-site

    Innovation Labs - portfolio value creation through production AI. Geospatial intelligence, conversational workforce benchmarking, real-time avatar voice agents, and a portfolio-wide rollout of 8,000+ custom GPTs.

    Current
  2. AI Research Engineer · MBZUAI - Intelligent Visual Analytics Lab (IVAL)

    Full-time · On-site

    Calibration of prompt-tuned CLIP for robust base-to-novel generalization. Co-developed a dual-regularization framework (mean-variance margin loss + text moment-matching) and ran experiments under the standard base-to-novel evaluation protocol across 11 datasets; published at CVPR 2026.

  3. AI Engineer · VisionLabs

    Internship · Hybrid

    Face recognition with synthetic data augmentation. Built descriptor-extraction and synthetic-augmentation stages of a face-recognition pipeline; mixed real+synthetic training improved accuracy by 30% across 7 benchmarks.

  4. Research Assistant · MBZUAI - Intelligent Visual Analytics Lab (IVAL)

    Part-time · On-site

    Research on long-form video understanding and the sensitivity of large multi-modal models. Published at EMNLP 2025 Findings.

  5. Research Assistant · University of Peradeniya - Faculty of Engineering

    Part-time · On-site

    Computer vision research across surveillance and renewable energy. Real-time crowded-scene interaction detection (ICIIS 2023) and physics-informed solar irradiance nowcasting from sky images (ICIIS 2021).

  6. Telecommunication Engineer · Mobitel (Pvt) Ltd

    Internship · Hybrid

    Telecommunications and wireless communications systems engineering at Sri Lanka's largest mobile network operator.

  7. Electrical Engineer · National Water Supply and Drainage Board

    Internship · On-site

    Electrical engineering for water-supply infrastructure at Sri Lanka's National Water Supply and Drainage Board.

Education

Most recent first.

  1. Master of Science in Artificial Intelligence (Computer Vision) · Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)

    Grade: 3.95/4.00

    Activities: Founding President - MBZUAI Consulting Club

    Worked on Large Multimodal Models under Prof. Salman Khan at the Intelligent Visual Analytics Lab (IVAL@MBZUAI). Graduated rank 2/36.

  2. Bachelor of Science in Electrical and Electronics Engineering · University of Peradeniya - Faculty of Engineering

    Grade: 3.95/4.00 (First Class Honors)

    Undergraduate research on real-time crowded-scene interaction detection and physics-informed solar irradiance nowcasting (ICIIS 2021, ICIIS 2023). Skills span Signal processing, Machine learning & Deep learning.

  3. CIMA Diploma in Management Accounting · CIMA (Chartered Institute of Management Accountants)

    Subjects: Management Accounting, Financial Accounting, Business Law, Organizational Management (completed during gap year and freshman year).

  4. Secondary Education · Trinity College Kandy

    Activities: Most Promising Student (2010); Best Student (2011, 2012); Sri Lanka Schools Colors - Track and Field.

    Completed primary and secondary education at Trinity College Kandy, with a strong emphasis on sports and extra-curriculars alongside academics.