Engineering with Impact.
Production-ready AI systems - from strategy through ML platforms to agent orchestration.
01
SAP Joule & BTP AI Core - Generative AI for SAP
SAP's generative AI foundation with BTP AI Core as LLM orchestration runtime. Grounded inference pipelines with RAG over Datasphere semantic layers, Azure OpenAI-hosted models, and full master data traceability.
#SAP Joule #BTP AI Core #Azure OpenAI #RAG #Grounded LLMs #Datasphere
02
Azure OpenAI Service - Custom LLM Application Development
Production-ready LLM applications on Azure OpenAI: GPT-4o fine-tuning, prompt flow orchestration via Azure AI Foundry, vector search with Azure AI Search HNSW indexing, and Semantic Kernel multi-agent pipelines. GDPR-compliant in Azure Germany North.
#Azure OpenAI #GPT-4o Fine-tuning #Azure AI Foundry #Semantic Kernel #Azure AI Search
03
Databricks Mosaic AI - ML Platform Engineering
End-to-end ML platforms on Databricks: Unity Catalog feature stores, MLflow experiment tracking with Optuna hyperparameter sweeps, LLM fine-tuning with DBRX or Llama 3 on GPU clusters, and model serving endpoints with A/B traffic splitting.
#Databricks Mosaic AI #Unity Catalog #MLflow #DBRX #Llama 3 #Model Serving
04
Agentic AI Systems - Multi-Agent Orchestration
Autonomous multi-agent systems: LangGraph stateful agent graphs, CrewAI role-based crews with tool use, AutoGen conversational networks, and Semantic Kernel Process Framework for human-in-the-loop approval chains.
#LangGraph #CrewAI #AutoGen #Semantic Kernel · pgvector #Azure AI Search #ToolUse
05
Computer Vision & Industrial Inspection AI
Computer vision for quality assurance and defect detection: Azure AI Vision custom models, NVIDIA Triton Inference Server, and YOLOv10 trained on your manufacturing data. Deployment on Azure IoT Edge or NVIDIA Jetson with sub-10ms latency.
#Azure AI Vision #NVIDIA Triton #YOLOv10 #ONNX Runtime · Azure IoT Edge · NVIDIA Jetson
06
Predictive Maintenance & Time-Series Forecasting
ML-powered predictive maintenance pipelines: OPC-UA/MQTT sensor data into Azure Event Hubs, processed in Databricks Structured Streaming with Prophet, LSTM, and TFT. Anomaly scores in Power BI and automatic SAP PM work order triggering.
#Azure Event Hubs #Databricks Streaming #Prophet #LSTM #TFT #OPC-UA #AP PM
07
NLP & Document Intelligence - Process Automation
Automation of document-intensive processes: Azure AI Document Intelligence, Hugging Face Transformers for German-language NER and classification, LLM extraction pipelines for invoices and contracts. Structured output validated against SAP vendor master data.
Azure Document Intelligence #Hugging Face #spaCy #German NLP #SAP BAPI #IPA
08
MLOps & Model Governance Platform
Production-ready MLOps with Databricks MLflow Model Registry, approval-gated stage transitions, and Evidently AI drift detection. Feature pipelines via Apache Airflow, SHAP explainability reports, and Unity Catalog row-level security for regulated environments.
#MLflow #Evidently AI #Apache Airflow #SHAP #Unity Catalog #BaFin Compliance
09
AI Strategy & Proof-of-Concept Sprints
Structured 4-6 week PoC sprints: ROI-based use case assessment, architecture decision records for model selection, rapid prototyping with LangChain or Haystack RAG pipelines, and production readiness assessment covering security, latency, cost, and regulatory risk.
#AI PoC #LangChain #Haystack #RAG #ADR #AI Readiness Assessment