EV Charger Site Selection with Geospatial Machine Learning
For an energy infrastructure company evaluating locations for EV charger installation, I developed a geospatial machine learning pipeline integrating real charging network data, EV …
Real-World Data and AI Systems
Senior AI & Data Architect helping organisations deliver R&D, prototypes, MVPs, and large-scale production systems that are secure and reliable.
You get architectures grounded in computer-science fundamentals, proven in production, and designed for what actually matters: performance, security, explainability, and cost. I work with teams where AI must deliver measurable value and where systems must be trustworthy—explainable, resilient, monitored, and engineered for real-world conditions. My approach blends rapid prototyping with production-grade rigor so you can move fast without accumulating technical risk.
Education
PhD in Computer Science, 2015
University of Fribourg -- Switzerland
MSc in Computer Science, 2010
University of Lodz - Poland
MSc in Computer Science, 2009
Université Claude Bernard (Lyon I) - France
BSc in Computer Science, 2006
WIT under the auspices of Polish Academy of Sciences
What I Deliver
End-to-end AI and data solutions that drive measurable results
AI Strategy & Technical Direction
Clear roadmaps, feasibility analysis, and decision frameworks for high-impact AI initiatives.
Production-Ready LLM & RAG Systems
Designing architectures with provenance, access controls, and performance tuned for real-world use.
Distributed Data & Pipeline Architecture
Event-driven systems, scalable pipelines, and multi-tenant platforms built for reliability and compliance.
Prototype → Production Acceleration
Turning R&D concepts and MVPs into secure, observable, scalable production systems.
Technical Leadership & Engineering Acceleration
Hands-on guidance, architecture reviews, and mentorship for engineering and research teams.
Research-Driven Innovation
Deep technical exploration and algorithmic development backed by academic rigor and 20+ years of experience.
🎯 High-Value Problems I Solve
Architecture for LLM and RAG systems where correctness, security, and reliability matter.
From retrieval pipelines with provenance to enterprise-grade access controls, I design systems that can be audited, monitored, and trusted.
Taking prototypes and MVPs to stable, scalable production systems.
I turn demos into real platforms—optimized, containerized, observable, and ready to serve thousands of users or large data volumes.
Technical due diligence for AI-related initiatives.
Helping founders, CTOs, and product teams validate feasibility, identify architectural risks, and avoid decisions that lead to months of rework.
Distributed data platforms that handle sensitive or regulated data.
Event-driven systems, streaming pipelines, and multi-tenant architectures that meet performance, security, and compliance requirements.
Rescuing complex AI/ML projects that are stuck, unreliable, or scaling poorly.
Diagnosing bottlenecks, simplifying architectures, and getting systems back on track.
Algorithmic systems where performance has measurable business impact.
Trading strategy optimization, RL-driven decision systems, and high-throughput pipelines where milliseconds or accuracy matter.
🤝 Ways to Work With Me
Full-Scope Consulting Engagement
End-to-end support: from R&D exploration to full system design and deployment.
Strategy + architecture + hands-on execution.
For high-impact projects where reliability and correctness are critical.
Prototype → Production Accelerator
Hands-on guidance to take an early concept, POC, or MVP and turn it into a secure, reliable, scalable production system.
Perfect for startups and product teams moving fast but needing senior oversight.
Fractional AI & Data Architect (1–2 days per week)
Ongoing strategic and technical leadership without hiring a full-time architect.
Architecture, reviews, implementation guidance, and team mentorship.
Best for teams with ongoing AI or data initiatives.
Architecture Review & Roadmap (Short Engagement)
A deep technical assessment of your current system, prototype, or idea — with clear recommendations, risk analysis, and a step-by-step path to production.
Ideal for teams that need clarity before investing further.
Executive & CTO Advisory
High-level guidance on AI strategy, technical direction, vendor/security evaluation, and long-term architectural decisions.
Ideal for organisations making significant AI investments.
Portfolio
AI-Powered Technical Report Generation with Multi-Source Document Analysis
As technical lead and AI architect for a civil engineering firm, I designed and built an end-to-end technical report generation system combining multi-source document ingestion, …
AI Financial Data Analyst with Defense-in-Depth Security
For a fintech company with strict data isolation requirements, I designed and implemented an AI-powered financial data analyst enabling natural language queries over sensitive …
Automated Translation Quality Evaluation Framework
For a sports media organization running a production translation service across multiple languages and sports domains, I designed and implemented a comprehensive evaluation …
Intelligent Few-Shot and Glossary Selection for Multi-Language Translation
For a sports media organization with a rigid translation system limited to 5 languages, I designed and implemented OpenSearch-based hybrid retrieval combining BM25 lexical matching …
Multi-Source Financial Data Platform with Row-Level Security
For a fintech company managing financial data across multiple business entities, I architected and implemented a unified data platform combining event-driven data replication, …