Nazmus Ashrafi
AI Systems Developer & Researcher 路 LLM Systems & Code Generation
Hi! 馃憢 I am a software engineering graduate, AI systems developer and researcher with a strong interest in intelligent AI powered applications. I have a Master's degree in Software Engineering. My work focuses on large language model (LLM) systems, automated code generation, and AI-driven knowledge work.

Dhaka, Bangladesh
projects

Full-stack email assistant with OAuth2 multi-account authentication and AI-powered triage
Python 路 FastAPI 路 React 路 Next.js 路 TypeScript 路 LangGraph 路 PostgreSQL
- ProfEmail Series Part 4: Email Search by Subject
- ProfEmail Series Part 3: Email Sync: The Delta Sync Engine
- ProfEmail Series Part 2: OAuth2 Email Account Connection: Securely Integrating Microsoft Outlook
- ProfEmail Series Part 1: Understanding User Registration: A Full-Stack Journey
- ProfEmail Series Part 0: Complete System Architecture of an AI Email Agent for Professors
publications and preprints

How Generation Architecture Shapes Code Complexity in Multi-Agent LLM Systems: A Paired Study on HumanEval
Nazmus Ashrafi
Preprint, 2026

Enhancing LLM Code Generation: Multi-Agent Collaboration and Runtime Debugging
N. Ashrafi, S. Bouktif, M. Mediani
IEEE Intl. Conf. on AI and Communication Technologies (AICT), 2025