Kurt (Uwe) Stoll
Lead AI Architect Solar Industry LLM Orchestration & Agents
Experience
Lead AI Architect Solar Industry LLM Orchestration & Agents
Greencells Development Group
- Architected end-to-end agentic AI system for automated B2B solar sales with multi-step workflows, including planning, memory, and guardrails
- Led a cross-functional team to deliver a production system on schedule while maintaining compliance
- Utilized knowledge graphs and SQL
- Tech: LangChain, Pydantic AI, OpenAI/Anthropic APIs, FastAPI, Neo4j, GNNs, structured reasoning, relational data, SQL, Pandas, NumPy
Founder & CEO AI Startup Infrastructure & MLOps
Hyde
- Outperformed GPT-4 by 25% on German legal benchmarks via domain-specific fine-tuning
- Secured €725k BMBF/CISPA funding and delivered 3 major product iterations in 12 months
- Reduced training costs by 40% through MLOps optimization while improving model quality
- Tech: Python, PyTorch, Transformers, LangChain, LLM fine-tuning, embeddings, vector DBs, RAG, AWS/GCP, GPU cloud providers, FastAPI
Senior AI / Knowledge Graph Expert
RTL Deutschland
- Built a hybrid recommender increasing user engagement by 35% across millions of daily users
- Architected a 100M+ triple knowledge graph with structured reasoning on relational data
- Reduced ETL processing time by 60% for multimodal data pipelines
- Co-developed the GoodRelations ontology
- Tech: Python, Neo4j, GNNs, SQL, Pandas, NumPy, GCP, data pipelines
Head of Privacy-Preserving ML Consulting
PwC Germany
- Built Germany’s privacy-preserving ML practice from zero and developed a national Trustworthy AI strategy
- Led a 30-person rapid-response team to deliver the Corona Warning App under extreme time constraints
- Tech: Python, PyTorch, enterprise AI integration, guardrails, AI governance
Co-Founder AI Startup
Free Machines
- Applied deep reinforcement learning (AlphaGo-era) to automated conversion optimization
- Secured over €100k funding via the EXIST program and built the technical architecture
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Information Technology (3.5 years), Professional Services (2 years), Media and Entertainment (1.5 years), and Energy (1 year).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Information Technology (8.5 years), Product Development (3.5 years), Strategy (2 years), Research and Development (2 years), Business Intelligence (1.5 years), and Project Management (1 year).
Summary
Dr. Kurt Uwe Stoll is a senior AI leader with 15 years of experience spanning academia, startups, and DAX-listed enterprises. He brings a distinctive combination of skills to address the defining challenges of AI in 2026:
- AI Hallucination Mitigation— Deep expertise in both Generative AI (former startup CEO, LLM fine-tuning) and Knowledge Graphs (PhD), enabling hybrid approaches that ground LLM outputs in structured knowledge
- Trustworthy AI— Led Privacy-Preserving ML at PwC Germany; proven track record in AI governance, compliance, and data protection at enterprise scale
- AI Commercialization— Two-time AI startup founder and C-level executive with hands-on experience taking AI products from concept to market
Skills
- Llm Orchestration & Agents: Langchain, Langgraph, Llamaindex, Openai/anthropic Apis, Multi-agent Coordination, Tool Use, Planning, Memory, Guardrails.
- Foundation Models & Rag: Transformers, Fine-tuning, Embeddings, Vector Dbs, Rag, Retrieval Evaluation, Prompt Engineering.
- Knowledge Graphs & Sql: Neo4j, Gnns, Structured Reasoning, Relational Data, Sql, Pandas, Numpy.
- Infrastructure & Mlops: Python, Pytorch, Aws/gcp, Model Serving, Observability, Eval Pipelines, Fastapi, Flask.
- Regulatory: Gdpr, Eu Ai Act.
Languages
Education
Bundeswehr University Munich
Dr. rer. oec., Semantic Web, Knowledge Graphs · Media · Munich, Germany · magna cum laude
University of Trier
Diplom-Kaufmann (MBA), Marketing, Innovation, E-Business · Trier, Germany
Profile
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