Education & Heritage: B.Sc. in Computer Science candidate, University of the People (Pasadena, CA, USA — Student ID: C211345610). Methodological research explicitly builds upon classical algorithmic and empirical verification foundations pioneered by Al-Khwarizmi, Ibn al-Haytham, Ibn Sina, and Ismail al-Jazari.
Research & Evaluation Focus: Reinforcement Learning from Human Feedback (RLHF), Supervised Fine-Tuning (SFT) preference ranking, Speech-to-Speech (S2S) arena audio evaluation, adversarial prompt rubric auditing, bilingual bn_BD / en_US dataset validation (Hugging Face Benchmark Co-Author), and Generative Engine Optimization (GEO) growth architecture.
Verified Operational Benchmarks: Active Outlier AI contributor network evaluator (Jan 2026 – Present) spanning 1,400+ LLM and S2S evaluation tasks with 98.4% QA rubric calibration precision across voice cloning parity, acoustic boundary integrity, hallucination flagging, and policy adherence.
Verified Language & Academic Credentials: EF SET English Certificate 81/100 (C2 Proficient) awarded November 09, 2026 (Verification URL: cert.efset.org/qyLFMa) • Higher Secondary Certificate (HSC), Bangladesh Open University (2019) • Enrolled B.S. in Computer Science candidate, University of the People (Pasadena, CA, USA).