Helping startups and businesses save time, reduce manual work, scalable digital products — end to end.
Platform uptime delivered
Hours of manual work saved weekly
ML extraction accuracy in production
Faster analysis with AI-assisted tooling
I don't just write code — I architect systems that create real business value.
I'm a Full-Stack Engineer specialised in AI/ML and automation, currently building AI-enabled automotive software at BMW AG in Munich. With a Master's in Autonomous Driving and a Bachelor's in IT, I work at the intersection of intelligent systems and practical engineering.
I specialise in turning complex technical challenges into production-grade systems — whether that's an AI assistant processing thousands of documents per day, an automation workflow eliminating 20 hours of manual work per week, or a full-stack SaaS platform serving tens of thousands of users.
I work in tight collaboration with clients — defining the problem first, designing the architecture, then shipping fast. My focus is always on business outcomes, not just technical deliverables.
What drives me? The moment a client says "this saved us hours every day" or "we couldn't have launched without this."
5-layer deep learning framework — Anomaly Transformer, Isolation Forest & Bayesian Laplace uncertainty quantification — detecting anomalies in multi-ECU automotive bus communication (BMU ↔ CCU). Processing 90+ GB of raw CAN trace data with streaming pipelines.
Packaged services designed to deliver business outcomes — not just technical deliverables.
Available for freelance·Munich, Germany
Intelligent systems that learn, reason, and automate complex processes — powered by the latest LLMs and ML models tailored to your business needs.
End-to-end workflow automation that eliminates manual work, reduces errors, and lets your team focus on high-value tasks instead of repetitive processes.
Scalable, production-grade web and mobile applications built with modern technologies. From MVP to enterprise platform — end to end, no gaps.
End-to-end DevOps pipelines, containerized deployments, and embedded/robotics software using C++ and ROS — bridging software and hardware.
Strategic guidance to make the right architectural and technology decisions before writing a single line of code — saving months of costly mistakes.
End-to-end data pipelines that turn raw, unstructured data into clean, queryable insights — built for scale, speed, and real-time decision-making.
Not sure what you need? Let's figure it out together.
Real projects, real problems, real outcomes. Click any card to read the full case study.
Available for freelance·Munich, Germany
AI-powered web & desktop dashboard for real-time CAN bus and UWB signal analysis with 3D visualization — deployed in production at BMW AG.
5-layer AI framework combining Anomaly Transformer, Isolation Forest, and Bayesian Laplace uncertainty quantification to detect real-time signal faults in multi-ECU CAN/CAN-FD bus communication — Master's Thesis at BMW Group.
ML pipeline to extract structured fitness data from screenshots across Adidas and Samsung Health platforms — fine-tuned models achieving 92% accuracy.
Enterprise-grade white-label WordPress hosting platform with multi-tenancy, real-time features, and Stripe billing — serving thousands of managed sites.
High-traffic airline flight search and booking platform for Flyadeal (Saudi Arabia) — built for performance and scale with SSR + GraphQL.
More projects and experiments on GitHub.
Here's what makes working with me different — and why clients come back.
Most engineers specialise in one layer. I deliver the complete picture: backend, frontend, AI model integration, and automation — zero coordination overhead, zero handoffs.
I measure success by business outcomes — time saved, revenue enabled, manual work eliminated — not just lines of code shipped.
I've shipped production MVPs in 2 weeks. I know what to build now vs. what to defer — and that makes all the difference at the early stage.
Every system I build is designed to scale. No technical debt traps, no costly rewrites. The architecture you start with is one you can grow into.
I handle everything from requirement scoping to deployment and monitoring. You get a trusted technical partner, not a code monkey.
I write, explain, and update clearly. You'll always know what's being built, why, and when. No surprises, no disappearing acts.
Real work, real systems, real results. Here's the evidence.
Built AI dashboards for CAN bus and UWB signal analysis with real-time 3D visualization — deployed in production at BMW AG.
Developed a computer vision + NLP pipeline for fitness data extraction from screenshots. Achieved 92% accuracy across Adidas and Samsung platforms.
Full-stack development of BionicWP — a managed WordPress hosting platform serving thousands of sites with 99.9% uptime.
Client testimonials being collected — detailed case studies coming soon.
Articles on AI, automation, and software engineering. I write about what I build and what I learn.
A practical framework for finding and automating your biggest time sinks, plus a look at which knowledge-work functions AI is absorbing first and what that means for teams.
After working on AI projects at BMW AG and TH Nürnberg, I've seen the patterns that lead to failure. The issues rarely come from the model — they come from poor problem definition and engineering gaps.
I'll walk through the exact architecture and decisions I'd make to ship a full-stack SaaS MVP in 2 weeks — what to skip, what to build right, and what to defer until you have paying customers.
Most internal AI tools get abandoned after 2 months. The problem is almost never the AI quality — it's the UX. Here's how to build internal tools that employees actually adopt and stick with.
The choice between AWS Lambda and Docker containers is often overthought. Here's a no-nonsense decision framework based on real project experience across startups and enterprise companies.
Integrating LLMs into production apps is completely different from notebook demos. Here's what I actually learned shipping AI features into real systems that serve real users every day.
More articles on Medium — follow for regular posts on AI, automation, and engineering.
Have a project in mind? Tell me about it — I respond within 24 hours.
Whether you need an AI solution, automation system, or a full-stack product — let's discuss your project and find the best path forward together.
Book a free 30-minute discovery call. We'll discuss your project, timeline, and budget — no commitment required.