Muhammad Ammar

I am an AI researcher at Siemens and an M.Sc. student in Electromobility-ACES at FAU. My research connects language models with structured knowledge for software and data-intensive systems.

My thesis with Siemens and FAPS examines how agentic AI systems are structured, controlled, and evaluated as end-to-end workflows.

Research Interests

• LLM interfaces for structured data and knowledge graphs
• Ontology-driven ETL and knowledge graph engineering
• Data-driven software ecosystem health monitoring
• Agentic AI workflows and multi-agent systems

Explore

• CV
• Projects
• Publications