Digital Transformation Expert .
Building systems that scale. Billing systems for the energy sector, AI agent development, and automation.
How I Help
Digital Transformation & Architecture
Process diagnosis, roadmaps and designing scalable solutions. Bridge between business and IT, measurable results faster.
Billing Systems & Integrations
Optimization and development of critical systems, integration standardization, SLA/OLA and compliance. Stability and cost under control.
Automation & Data Analytics
Automation of flows and decision cycles, KPIs and management reporting. Data → decisions, less manual work.
About Me
For 17+ years, I have been working at the intersection of technology, data, and organizational change. I specialize in digital transformation, billing systems for the energy sector, and building AI agents and process automation. As the CEO of Reef Sentinel Sp. z o.o., I develop innovative solutions combining IoT and artificial intelligence.
Currently, I am focusing on evolving towards Data Science / AI Engineer (Python, SQL, ML) to implement intelligent predictive systems in business even more effectively.
Outside of work, I run the Myśli Nieidealne Foundation, supporting education and local communities.
Latest Insights
Agentic RAG in E-commerce: When a Simple Chatbot Isn't Enough
Retrieval-Augmented Generation (RAG) is transforming e-commerce, but simple linear search is no longer enough for complex expert niches. We need Agentic RAG and Multi-Agent systems.
Autonomous AI Agents in E-commerce and SaaS 2026: Data Architecture, Business Models, and Implementation
We are observing a structural shift in enterprise software: transitioning from AI copilots to fully autonomous Multi-Agent Systems, redefining SaaS business models and data architectures.