Training
I lecture at WAT, AGH Kraków and SGH, and I run the same material privately for teams that need it faster. Every course is taught by someone who ships the systems being discussed — not a trainer working from someone else's slides.
AI governance and ISO/IEC 42001
What an AI management system actually requires, what auditors look for, and how to build governance that survives contact with a shipping engineering team. Taught by a certified ISO 42001 lead auditor who also builds the systems being governed.
- Read ISO/IEC 42001 as a set of decisions rather than a checklist
- Map existing ISO 27001 controls onto the AI management system
- Write an AI risk register your engineers will actually maintain
- Distinguish the EU AI Act obligations that bind you from the ones that do not
- Format
- On-site or remote workshop
- Length
- 1–2 days
- For
- CISOs, compliance leads, heads of data and AI, board-level sponsors
- Language
- Polish or English
Offensive security for defenders
Penetration testing from the attacker's side of the table — reconnaissance, enumeration, exploitation, and the reporting that makes findings act on. The same material taught at AGH Kraków, compressed for practitioners.
- Run a structured engagement instead of an unordered tool sweep
- Prioritise findings by exploitability rather than CVSS alone
- Recognise how OT and critical infrastructure change the rules
- Write a report a board will read and an engineer can action
- Format
- Hands-on lab
- Length
- 2–3 days
- For
- Security engineers, SOC analysts, infrastructure and platform teams
- Language
- Polish or English
AI in cybersecurity: what works
Where large language models genuinely change security operations and where they are being oversold. Built from shipping FuseAI — a multi-agent pentesting platform — rather than from vendor decks.
- Judge an AI security claim in under ten minutes
- Understand where multi-agent systems help and where they hallucinate
- Weigh on-premise against hosted models for regulated data
- Plan a pilot that produces a real answer rather than a demo
- Format
- Seminar with worked examples
- Length
- 1 day
- For
- Security leadership, architects, and teams evaluating AI tooling
- Language
- Polish or English
Tell me the team, the problem, and roughly when. I will reply with a shape and a price, or tell you it isn't a fit.
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