Is this for you?
I work with organizations that want to use AI practically — not just talk about it.
Three ways I can help
Every engagement starts with your business problem — not with technology.
Selected implementations
Real numbers from real engagements. Every project started with a business problem.
GenAI workshops — E.ON
Educational GenAI workshops for the organization's architects. Changing how enterprise teams approach AI-driven development.
GenAI workshops — Światłowód Inwestycje
Generative AI workshops for technical and business teams.
AI workshops — Akademia Dobrej Edukacji
AI training for teachers in Jabłonna. Changed perspectives and transformed school processes.
AI solution for PBAW — Claude Code
Custom AI tool built with Claude Code. Workshops that changed how teachers think about AI in education.
testcv.pl — Vibe Coding
AI recruitment platform built with Cursor and Bolt.new. One of the first real Vibe Code implementations. Dec 2024 – Jan 2025.
AI Stylist — Quarticon (NCBiR R&D)
Multimodal GenAI: computer vision + LLMs. My entry into generative AI, June 2022.
Companies I've worked with
Technical toolkit
Want the full career story? 25+ years, startups, enterprise — it's all on LinkedIn.
View LinkedIn profile →Frequently asked questions
Insights
Read article →Harness — why it's not the model that decides the success of GenAI-driven change
Nearly 9 in 10 AI agent pilots never reach production — not because of a weak model, but the missing harness: the layer of rules, tools, permission boundaries and checks built around the model. It, not the model, increasingly decides whether AI makes money.
Personalization works on groups. In B2B, individualization is what counts
Personalization works on groups and segments (B2C). In B2B, margin grows not from scale but from individualization — fitting your approach to a single company. GenAI makes this easier, as long as a human stays in the loop and process plus measurement surround the whole thing.
AI Adoption in Poland: 28.5%. But for SMEs, ranking position isn't what decides the future
Microsoft AI Economy Institute report: Poland ranks 22nd (28.5%), USA only 24th (28.3%), UAE first (64%). For Polish SME owners, the real gap doesn't run between countries — it runs between companies in the same county.
Let's talk about your needs and challenges
30-minute free consultation. Tell me what challenges you're facing — I'll tell you if AI is the right answer.