At SME Careers, I review annotator work and LLM outputs on the RLHF 2.5 Safety program, deciding what meets policy and rubric standards. At RWS Group, I wrote evaluation rubrics and validation rules adopted team-wide, and audit training data across text, image, audio, and video.
I built and maintained the server, database, and knowledge base at Vision Cables, and supported clients and internal teams. Alongside my operations and quality work, I’ve built and shipped five mobile apps solo, including TrustHire, Raccoon Mode, and Lazy Daisy. I’m bilingual in Bengali and English, and actively learning Urdu.

