Systems engineer turned AI explorer. I come from a Linux, networking, and embedded background and now work at the intersection of customer-facing tech and development support. Outside of work, I spend my time building AI side projects and learning how intelligent systems actually ship. I like making things that are simple, reliable, and useful.
Real systems, practical learning. Case studies will be added as they mature.
Designing a deployable T2I stack that integrates Multiword Expressions (MWEs) and supersenses for richer prompts. Focus on data flow, components, and inference performance. Case study and repo summary coming soon.
Gemini-powered automation that aggregates daily tech news summaries and weekly YouTube learning resources. Built to filter high-signal AI developments while streamlining my continuous learning loop.
Validated DAAM on a 7B model to inspect attention alignment during generation. Notes and plots in progress; will publish a short report with examples.
Built a personal NAS to cut cloud storage costs. Features user auth, backups, and remote access. Documenting network layout, security, and uptime metrics.
A production-hardened Model Context Protocol (MCP) server. Implements granular rate limiting, pydantic-based input validation, and structured JSON auditing to ensure safe LLM system interactions.
Advanced desk and equipment booking system. Features a PostgreSQL-backed scheduler using TSRANGE types for overlap prevention, JWT authentication, and a responsive Tailwind dashboard.
REST API with a Streamlit dashboard. Engineered for reliability with 100% test coverage using isolated SQLite databases and patched external providers. Built as a pattern for stable microservices.
A structured 16-weekend roadmap to go from systems engineer to AI/ML engineer with production LLM + RAG expertise. Includes a FastAPI backend, Streamlit dashboard, LangChain/LangGraph orchestration, ChromaDB vector store, and Docker deployment. Saturday = Learn, Sunday = Build.
The site you're looking at right now. Hand-coded from scratch with zero dependencies — just semantic HTML, custom CSS with fluid typography and scroll animations, and a 12-line vanilla JS hamburger toggle. Designed for fast loading, accessibility, and free GitHub Pages hosting.
More projects will be added here as they're ready.
Growing AI depth on top of systems fundamentals.
Git, GitHub, Jira, Hubspot, Postman, Bruno, AWS (EC2, S3, IAM), Logstash, Wireshark
Comfortable working in multilingual teams and with international stakeholders.
Hands-on roles while self-learning AI.
Mar 2025 – Present · Utterndorf/Bavaria, Germany · On-site
Supporting the development team while onboarding international customers to our vision-system products and software. Handling support cases, bridging communication between sales and engineering on technical topics, and managing day-to-day office operations. Acting as the connective layer that keeps cross-team workflows running smoothly.
Mar 2023 – Feb 2025 · Erlangen, Germany
Part-time student role supporting systems tasks and demos.
Nov 2021 – Apr 2022 · Dhaka, Bangladesh
Linux system administration and IT project coordination.
Feb 2020 – Dec 2021 · Dhaka, Bangladesh
Network engineering support and system administration for customers.
Feb 2019 – Feb 2020 · Dhaka, Bangladesh
Switching, routing, and customer network operations.
Jun 2018 – Aug 2018 · Dhaka, Bangladesh
Short internship focusing on infrastructure exposure.
M.Sc., Information and Communications Technology · Oct 2021 – Dec 2024
B.Sc., Electrical, Electronics and Communications Engineering · 2014 – 2018
Full list available on request.
Based in Erlangen, Germany.
Have a question or want to work together? Drop me a message through the form or reach out directly.