Nafisa Medha
AI Evaluation Specialist · LLM / RLHF Evaluator · Applied ML Researcher & Product Builder
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About
AI-focused technical builder with 4+ years spanning LLM/RLHF evaluation, applied machine learning research, and solo software product development. Currently evaluate model outputs for safety and instruction-following compliance across two concurrent AI evaluation engagements (SME Careers, RWS Group), while independently designing, building, and shipping AI-integrated mobile products end-to-end. Co-authored a supervised machine learning study on AI overreliance, accepted for ICRPSET 2026.
Operates comfortably at the intersection of model behavior, data, and product.
Experience
Quality Assurance Lead at SME Careers (2026-06 – Present)
Contractual
- Serve as Quality Assurance Lead on SME Careers' RLHF 2.5 Safety evaluation program, reviewing LLM outputs and annotator work for safety, policy compliance, and rubric adherence.
- Apply structured quality-assurance methodology to a high-volume LLM annotation pipeline, maintaining consistency across evaluators.
Data Annotator & LLM Evaluator at RWS Group (2025-09 – Present)
Contract
- Audit LLM training data at production scale across text, image, audio, and video modalities, validating annotation accuracy, formatting, and instruction-following compliance.
- Identify systematic labeling errors and data anomalies across concurrent training projects, translating findings into quality-improvement recommendations before they reach model training.
- Author evaluation rubrics and validation rules adopted team-wide, reducing escalations over 8+ months.
Product Support Intern at Oleyn AI (2026-02 – 2026-03)
Internship
- Supported product and customer-facing operations during a 2-month internship focused on AI product support workflows.
Independent Travel Consultant at ASAP Tickets (2024-04 – 2024-08)
Freelance
- Managed client travel planning and itinerary coordination for 100+ accounts using the Customer Management System (CMS).
- Completed structured training in itinerary reading, market research, and flight presentation as part of an independent consultant certification track.
Mobile Application Developer & She Squad Leader at bdapps / Robi (2023-05 – Present)
- Led a cross-functional team of 5 developers, delivering 8+ production features with 99.2% uptime serving 5,000+ daily active users.
- Lead and coordinate a nationwide network of female developers through the She Squad program, mentoring 20+ aspiring developers; ranked 7th nationwide among She Squad Leaders in Bangladesh (2025).
Technical Support Specialist at Vision Cables (2020-05 – 2023-10)
- Led a technical team of 4 on infrastructure projects.
- Managed critical operational data, including customer records and financial information, with zero data loss incidents.
- Built and maintained the documentation and knowledge base still used by clients and internal teams.
Education
B.Sc. in Computer Science & Engineering – Northern University of Business and Technology, Khulna (2026-08)

