Experience
Where I've worked and what I've built.
BCG Platinion, SAP, Allianz, Fraunhofer, and TUM. What I've worked on and what I've learned along the way.
Track Record
Timeline
Product Owner & AI Architecture Lead (Internship)
SAP
Product owner and architecture lead for Mycellium, an orchestrator-free multi-agent system built as part of the TUM SAP Practical Course. Designed the full system architecture and led a team of 6 through research, implementation, and stakeholder presentations.
- Orchestrator-free agent swarm architecture with capability- and trust-weighted bidding, an append-only blackboard, and consensus built through agents citing and building on each other's findings
- Contract and thread decomposition, the auction protocol for self-selection, and the blackboard tool suite (post, cite, vote, mention)
- UI: visual canvas playground for configuring agent networks and simulating live swarm runs with step-by-step playback
- Product ownership: backlog management, sprint coordination, and technical presentations to SAP industry stakeholders
Working Student, AI & Data Analytics
BCG Platinion (Boston Consulting Group)
Contributing to AI strategy initiatives within the Energy practice. Co-designing stakeholder workshops on AI adoption. Delivering AI-powered solutions for enterprise clients.
- AI strategy for energy value chains: GenAI adoption, architecture design, feasibility
- Stakeholder workshops on AI impact, risks, and adoption strategies
- Technical architecture slides: GenAI system design, data pipelines, governance
Working Student, AI/ML
Allianz SE
Developed GenAI applications for insurance operations. Designed agentic workflows with cost-optimized model selection. Drove adoption through stakeholder workshops.
- GenAI applications: customer communication analysis, medical report insights, insurance evaluations
- Agentic workflow design with cost-benefit analysis across models and cloud providers
- Prompt engineering framework presented in stakeholder workshops
- CI/CD pipelines (Jenkins) for promoting agentic workflows to production
Intern, Generative AI
Fraunhofer Society
Built a private RAG pipeline for institutional knowledge management. Led improvements in data ingestion, retrieval quality, and AI security.
- Private RAG pipeline using institutional public data
- Data ingestion optimization and retrieval quality improvements
- Guardrail design: anti-hallucination, prompt attack resistance
- Prompt engineering for reliable, secure knowledge management
Research Author, LLMs for Science
Published in JSEP (Journal of Software: Evolution and Process)
Co-authored a peer-reviewed paper on the use of LLMs in research and data analysis. The work has been cited over 200 times (70+ on Scopus), contributing to the academic discourse on AI adoption.
- Peer-reviewed publication on LLM usage for code generation and data analysis
- 200+ citations, 70+ on Scopus, serving as a foundation for AI-driven research training
- Contributed to the academic discourse on responsible AI adoption in scientific workflows
Skill map
Capability Graph
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Showing 13 of 13 nodes.
Technical Skills
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AI & Machine Learning
coreFrontend Engineering
coreBackend Engineering
coreCloud & DevOps
workingArchitecture & Product
workingStrategy & Delivery
workingResearch & Foundations
workingEcosystem & Tooling
workingCapabilities
Languages and domains
Languages
- English (Fluent)
- German (Fluent)
- French (Native)
- Arabic (Native)
- Spanish (Basic)
Sectors
- Enterprise AI / Consulting
- Insurance & Financial Services
- Energy & Utilities
- Research & Higher Education
Ways of Working
- Agile / Scrum delivery
- Stakeholder workshop facilitation
- Feasibility & cost-benefit analysis
- Architecture & solution design