What I Own
What I Own
Three capabilities that drive enterprise transformation, six technical domains I build in, and a methodology that bridges vision to execution.
Capabilities
Three core capabilities that drive enterprise transformation.
Capabilities
01
AI Strategy & Operating Models
From vision to OKRs, roadmaps, and org design. Deep expertise in Platform Strategy, cross-BU leadership, and Wardley Mapping. Built 40+ FTE data organizations from zero.
02
Governance & Risk
Practical frameworks for accountability, liability, and inclusive design, grounded in published research. Deep experience in regulated environments and C-suite stakeholder management.
03
Innovation Sprints
Four to six week build and validate cycles: LLM agents, NLP/ML systems, knowledge graphs, and MVPs tied to single KPIs. Technical depth in Python/FastAPI, Cloud, and MLOps.
Technical Domains
From multi-agent orchestration to enterprise data mesh, technical depth that delivers.
Technical Domains
01
Multi-Agent AI Systems
Designing and implementing autonomous agent architectures that coordinate complex workflows. Built TryTheJob with LLM orchestration, hybrid retrieval (RAG), and dynamic scenario planning.
- LangChain
- Llama 3
- Mistral
- Pinecone
- FAISS
- Gradio
02
Enterprise Data Platforms
Architected data mesh implementations saving €27M annually. Built a 40+ FTE Data Hub from zero with full governance, observability, and ML enablement across business units.
- Data Mesh
- Snowflake
- dbt
- Airflow
- Monte Carlo
- Databricks
03
NLP & Language Systems
Scaled Google NLP pipelines across 23+ languages, influencing $400M+ in quarterly Ads revenue. Expert in multilingual NLU, entity recognition, and semantic search at scale.
- spaCy
- Transformers
- BERT/GPT
- Elasticsearch
- Knowledge Graphs
- Neo4j
04
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
05
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
06
Strategic Methodologies
Applying Wardley Mapping for technology strategy, OKR frameworks for alignment, and Agile delivery for execution. Trained across Scrum, Six Sigma, and delivery-leadership methodologies.
- Wardley Maps
- OKR Frameworks
- Agile Delivery
- Scrum
- Six Sigma
- Systems Thinking
Methodology
Proven frameworks that bridge vision to execution.
Implementation Methodology
01
Strategic Discovery & Mapping
Comprehensive landscape analysis using Wardley Mapping to understand value chains, identify strategic positions, and spot evolution opportunities. At NWSE, mapped the entire data ecosystem, revealing €27M in optimization opportunities through platform consolidation and governance improvements.
- Wardley Mapping
- Value Stream Analysis
- Capability Modeling
- Risk Assessment
02
Rapid Prototyping & Validation
Build MVPs in weeks, not months. Using modern AI stacks (FastAPI, LangChain, Next.js), create working prototypes that validate assumptions and demonstrate value before full investment. Built TryTheJob from concept to a working system in weeks.
- Python/FastAPI
- LangChain
- Rapid Iteration
- A/B Testing
03
Scaled Execution & Operations
From 4 to 23 engineers at Google, from 0 to 40+ FTE at NWSE, build and scale high-performing teams. Using OKRs, Agile ceremonies, and continuous delivery, ensure sustainable velocity. Accelerated project delivery by 35% across NWSE central units.
- OKR Frameworks
- Agile
- CI/CD
- Team Topology
04
Governance & Ethics Integration
Author of the Multi-Dimensional Ethics Framework (MDEF), embed responsibility into system design. Includes neurodiversity considerations, cultural sensitivity, and regulatory compliance from day one. Published in AI Ethics journal (2025).
- MDEF Framework
- EU AI Act
- Privacy by Design
- Inclusive Design
Advisory