Developing a secure, generative AI platform for clients with demanding data and process requirements.
Fine-tuning & deployment of Mistral/GPT architectures
Building vector databases, LangChain/RAG integration
Using LangFuse, Ollama, PyTorch, Entra ID for governance
Technologies: React, FastAPI, Kubernetes, GitHub Actions, Azure, LangChain
Result: a productive, scalable LLM infrastructure connected to SharePoint, Active Directory & enterprise data rooms.
Migrating historical production and demand data to a scalable forecasting platform for load and resource planning.
Data architecture & forecasting logic with PySpark and Azure Synapse
Developing a forecasting pipeline for feed-in volumes
CI/CD automation and go-live support
Technologies: Azure Synapse, Terraform, FastAPI, Data Factory, MLOps
Result: real-time planning & forecasting based on energy data, improved resource management.
Building a new data platform for better customer analytics and quote management.
Architecture design and implementation with PySpark, Azure Synapse & Power BI
Conducting internal training sessions.
Implementing the five levels of autonomous manufacturing at Porsche – from basic monitoring to real-time optimization.
Building AI-driven quality and production forecasts (Level 2–5)
Multi-sensor integration, machine learning models with AWS Lambda & SageMaker
Real-time analysis and process adjustment in the production chain
Technologies: PyTorch, AWS Lambda, CDK, React, MLOps, Kubernetes
Result: optimized throughput, more accurate planning, early-warning system for bottlenecks.
Designed a microservices infrastructure to connect EV charging stations.
Used Docker, Kubernetes and Azure DevOps
Set up scalable CI/CD pipelines for near-production applications.
Planned and implemented the migration of a CMS to a highly available Azure infrastructure.
Focused on disaster recovery, performance optimization and security design
Technologies: SQL Server, Key Vault, Terraform.
Built and operated a Kubernetes-based data platform in an agile team environment.
Responsible for processes, coaching, and structured data flows for continuous improvement of internal services.
Developed core modules for the 1&1 MyWebsite.
Focused on introducing automated tests.
“I'm the right person if you're not looking for another AI experiment but a production-ready solution”
What you have planned, I've already implemented…
You're looking for an experienced professional for conceptual consulting on using Artificial Intelligence (AI) in forecast-based production and personnel planning. The goal is a practical approach to predicting customer orders so that operational measures like vacation planning and capacity management can be data-driven.
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