Research & Technical Notes
Just saying it twice makes LLMs better.
Blog on Google's prompt repetition paper.
Essays & Thoughts
We Are Compressing Thoughts We Don't Fully Understand.
My take on CoT compresson and why we should be careful.
Research
AI Transparency Atlas: Framework, Scoring, and Real-Time Model Card Evaluation Pipeline ↗
A comprehensive framework and scoring mechanism designed to dynamically evaluate and validate the reliability of AI Model Cards in real-time.
Faiaz Azmain, Hanyu Wang, Akhmadillo MamirovView Article
Sentiment Analysis in Software Engineering: Evaluating Generative Pre-trained Transformers ↗
An evaluation of modern large language models, specifically GPT architectures, on their ability to accurately analyze and extract sentiment from complex software engineering text corpuses.
Faiaz Azmain, KM Khalid Saifullah, Habiba HyeArXiv Link
Work
Summer 2025
Wayne County Visitors Bureau—Software Engineer Intern
Built an offline-first map for tourist engagement and itinerary planning.
Summer 2024
Shiree Private Limited—Software Engineer Intern
Implemented scalable service-worker architectures to ensure seamless offline capabilities in low-bandwidth regions.
Summer 2023
Shiree Private Limited—Product Manager Intern
Collaborated with cross-functional teams to develop user dashboard.