Technical Depth & Implementation Excellence
Beyond strategy lies execution. I architect AI systems that scale, govern data platforms that deliver €27M savings, and build innovation frameworks that transform organizations.
AI & Data Architecture Expertise
From multi-agent orchestration to enterprise data mesh - technical depth that delivers
Multi-Agent AI Systems
Designing and implementing autonomous agent architectures that coordinate complex workflows. Built TryTheJob platform with LLM orchestration, hybrid retrieval (RAG), and dynamic scenario planning.
- LangChain
- Llama 3
- Mistral
- Pinecone
- FAISS
- Gradio
Enterprise Data Platforms
Architected data mesh implementations saving €27M annually. Built 40+ FTE Data Hub from zero with full governance, observability, and ML enablement across business units.
- Data Mesh
- Snowflake
- dbt
- Airflow
- Monte Carlo
- Databricks
NLP & Language Systems
Scaled Google NLP pipelines across 23 languages, impacting $40B+ quarterly revenue. Expert in multilingual NLU, entity recognition, and semantic search at scale.
- spaCy
- Transformers
- BERT/GPT
- Elasticsearch
- Knowledge Graphs
- Neo4j
Governance & Compliance
Implemented EU AI Act compliance frameworks and GDPR-ready architectures. Created accountability models that enable innovation while ensuring regulatory resilience.
- EU AI Act
- GDPR
- ISO 27001
- Privacy by Design
- Audit Logs
- MLOps
Platform Engineering
Building developer platforms that accelerate delivery by 35%. Expert in CI/CD, containerization, and cloud-native architectures supporting high-velocity teams.
- Kubernetes
- Docker
- Terraform
- GitHub Actions
- ArgoCD
- Backstage
Strategic Methodologies
Applying Wardley Mapping for technology strategy, OKR frameworks for alignment, and Agile/SAFe for execution. Certified in multiple leadership and delivery methodologies.
- Wardley Maps
- OKR Coach
- SAFe
- Scrum
- Six Sigma
- TOGAF
Implementation Methodologies
Proven frameworks that bridge vision to execution
Strategic Discovery & Mapping
I begin with comprehensive landscape analysis using Wardley Mapping to understand value chains, identify strategic positions, and spot evolution opportunities. This isn't consulting theater - it's actionable intelligence that drives €MM decisions.
Recent Application: At NWSE, mapped entire data ecosystem revealing €27M in optimization opportunities through platform consolidation and governance improvements.
Rapid Prototyping & Validation
I build MVPs in weeks, not months. Using modern AI stacks (FastAPI, LangChain, Next.js), I create working prototypes that validate assumptions and demonstrate value before full investment.
Recent Application: Built TryTheJob multi-agent platform in 6 weeks - from concept to working system with LLM orchestration, user profiling, and dynamic challenge generation.
Scaled Execution & Operations
From 4 to 23 engineers at Google, from 0 to 40+ FTE at NWSE - I build and scale high-performing teams. Using OKRs, Agile ceremonies, and continuous delivery, I ensure sustainable velocity.
Recent Application: Accelerated project delivery by 35% across NWSE central units through Agile transformation and OKR alignment.
Governance & Ethics Integration
Author of the Multi-Dimensional Ethics Framework (MDEF), I embed responsibility into system design. This includes neurodiversity considerations, cultural sensitivity, and regulatory compliance from day one.
Recent Application: Published in AI Ethics journal (2025) on harmonizing creativity and ethics in AI systems, now cited in sector-leading research and policy.
Implementation Case Studies
Real-world applications with measurable impact
Enterprise Data Transformation
New Work SE / XING
Led complete data strategy overhaul for 2000+ employee organization. Designed and implemented data mesh architecture, built centralized Data Hub from zero, and established governance frameworks.
- Conducted Wardley Mapping of entire data landscape
- Identified consolidation opportunities across 15+ data tools
- Built federated governance model with clear ownership
- Implemented self-serve analytics platform
- Established MLOps practices and model registry
- Created data literacy program reaching 500+ employees
Global NLP Pipeline Scaling
Google Search & Ads
Scaled engineering team from 4 to 23 members while delivering NLP/NLU pipelines across 23 languages. Directly impacted 1% of Google Ads quarterly revenue through improved relevance.
- Built multilingual entity recognition systems
- Implemented semantic search improvements
- Created automated quality assurance pipelines
- Established global OKRs and KPI frameworks
- Coordinated with Product, Search, and Ads divisions
- Delivered 4 major NLP model migrations
AI Agent Platform Development
MMStudio Innovation Lab
Created TryTheJob, a multi-agent AI platform for job simulation. Integrated LLMs, knowledge graphs, and autonomous orchestration to deliver personalized career experiences.
- Architected multi-agent coordination system
- Implemented hybrid RAG with vector and graph search
- Built dynamic scenario generation engine
- Created user profiling and preference learning
- Integrated Llama 3, Mistral, and GPT models
- Deployed with FastAPI and Next.js frontend
MMStudio Innovation Lab
Where research meets reality - building tomorrow's AI systems today
Decentralized Identity Systems
Exploring federated identity using ATProtocol and blockchain for user-controlled data sovereignty in AI systems.
ATProtocol • IPFS • Zero-Knowledge Proofs
Cognitive Justice in AI
Developing frameworks for neurodiversity-inclusive AI design, ensuring systems work for all cognitive profiles.
MDEF • Participatory Design • Adaptive UI
Agentic Career Ecosystems
Building autonomous agents that navigate career transitions, skill development, and opportunity matching at scale.
Multi-Agent • Knowledge Graphs • LLM Orchestration
Creative AI Ethics
Research on harmonizing creativity and ethics in generative AI, published in AI Ethics journal with MDEF framework.
Ethics Frameworks • Cultural Sensitivity • Bias Mitigation
Published Frameworks & Methodologies
Academic rigor meets practical application
The MDEF Framework
Multi-Dimensional Ethics Framework - Published in AI Ethics (2025), this framework provides a comprehensive approach to ethical AI development, integrating multiple dimensions of consideration into system design and governance.
From Architecture to Impact
Ready to transform your AI capabilities with technical depth and proven methodologies?