I am a Senior Solutions Architect at Amazon Web Services (AWS) in Vienna, Austria. I help customers design and run cloud-based systems with a focus on Machine Learning Operations (MLOps), DevOps, and Generative AI. My current interest is Agentic AI — how foundation models, tool use, and orchestration are reshaping the way we build software and architect systems on the cloud.
Build
Designing cloud architectures and ML systems with AWS customers — from startups to enterprises — across MLOps, DevOps, and Generative AI.
Experience →Teach
External lecturer at TU Wien on AI & Generative AI, plus public workshops used by AWS field teams worldwide.
Teaching →Write & Speak
7 posts on the AWS ML Blog (54K+ views) and talks at AWS Summits, Cloud Days, and meetups across Europe.
Blog →Open Source
Selected upstream contributions and workshops I’ve authored or co-authored. Stars are live.
Added AWS SigV4 request signing to the MLflow client via MLFLOW_TRACKING_AWS_SIGV4, enabling MLflow tracking servers to sit behind Amazon API Gateway with IAM authentication.
Unblocked mlflow sagemaker build-and-push-container in SageMaker JupyterLab: added a --network flag for the restricted sagemaker network, plus a Docker CLI fallback for environments where the Python SDK can't reach the proxy socket.
Added an example notebook demonstrating Inference Pipelines in SageMaker V3, using ModelBuilder and the new sagemaker.core components.
Workshop: MLOps from idea to production in six steps. Used by AWS field teams worldwide.
Author
Workshop: Amazon SageMaker Immersion Day. Delivered to thousands of customers.
Co-authorBackground
Before joining AWS in 2020, I spent four years at RadarServices in Vienna, where I progressed from Software Developer to Development Team Leader to Software Engineer & Architect, working on cloud-based IT security monitoring products. Earlier in my career, I was a Postdoctoral Researcher and Data Analyst at Trinity College Dublin, where I also earned my Ph.D. in Electronic & Electrical Engineering.
My academic work has been published in IEEE Transactions on Computers, IEEE Transactions on Big Data, IEEE/ACM Transactions on Networking, and IEEE Transactions on Cognitive Communications and Networking, among other venues.