Applied AI
Design and build production systems with defined responsibilities, scoped access and work that can be evaluated.
I’m an Applied AI Lead and Staff Engineer based in Berlin. I set engineering direction, grow teams and connect technical decisions to business outcomes, while staying hands-on with architecture and production systems.
I work at both organisational and technical depth, from direction and team growth to architecture, delivery and production AI.
Design and build production systems with defined responsibilities, scoped access and work that can be evaluated.
Set technical direction and grow teams while keeping ownership and accountability clear.
Stay close to architecture, code and operations, from open tools to self-hosted infrastructure.
I also founded Changify, a Berlin consultancy helping organisations improve processes and adopt AI with software they can own long-term.
These are practical talk directions that can be adapted to a conference session, podcast or leadership roundtable.
For: Leaders introducing AI agents into day-to-day operations
Moving from an impressive agent demo to a defined role that human colleagues can understand, evaluate and trust.
For: Platform, security and engineering leaders
Giving an agent enough access to be useful without losing control of approvals, evidence or recovery.
For: AI, platform and technical decision-makers
Choosing infrastructure that keeps cost, control and operational responsibility understandable after launch.
For: AI, platform and product teams operating AI in production
Building feedback processes that help AI systems improve from real outcomes without obscuring ownership or quality decisions.
For: Engineering managers, directors and growing product teams
Growing delivery capacity without making responsibilities, decisions and technical direction harder to understand.
For: Engineering leaders and cross-functional teams
Leading change while keeping the purpose, trade-offs and expectations clear for the people doing the work.
For: Engineering leaders, managers and teams navigating change
Creating a culture where people actively ask for, give and act on useful feedback instead of waiting for formal review cycles.
For: Business, operations, product and technology leaders
Improving a workflow before software or AI makes its existing friction faster and harder to change.
My first-person background, current headshot and LinkedIn profile for event planning and introductions.
I lead Applied AI at Trade Republic, where I am also a Staff Engineer. Based in Berlin, I set technical direction, grow engineering teams and stay hands-on with architecture and production AI systems. I share practical lessons about leadership, hybrid human and AI teams, infrastructure ownership and responsible adoption. I’m also the founder of Changify and the creator of agents-skill-eval and unraid-rsync.
I’m an Applied AI Lead and Staff Engineer based in Berlin. At Trade Republic, I set technical direction for applied AI, grow the team and work hands-on with the architecture and software behind production systems. My work connects engineering, product and business outcomes. I focus on the leadership, evaluation practices and governance needed for people and AI employees to work together responsibly. Before focusing on applied AI, I led engineering teams in banking, built B2B and B2C software products and taught programming and productivity courses to ~500 people. I founded Changify, created the open-source projects agents-skill-eval and unraid-rsync, and spoke at WeAreDevelopers World Congress 2026.
Base: Berlin, Germany.
Connect on LinkedInSeven roles spanning applied AI, financial technology, product development, teaching and business operations.
Changify · Berlin, DE
AI, process & software consultancy helping organisations ship production software they can own long-term.
Trade Republic · Berlin, DE
Defining how the organisation adopts and operationalises AI across engineering, product and business.
Deutsche Kreditbank AG · Berlin, DE
Led a cross-functional team across backend, frontend and QA.
Digitalni val · Zagreb, HR
Built and operated B2B and B2C digital products.
Algebra · Zagreb, Croatia
Taught ~500 people across programming and productivity courses.
UniCredit Group · Zagreb, Croatia
Led a full-stack engineering team delivering core retail banking products.
Carpe Diem · Karlovac, HR
Led projects to on-time, on-budget delivery and digitised business flows with redundancy to improve efficiency and reduce costs.
Business and technology have always been part of the same work.
Alma Mater Europaea · Maribor, SI
VERN' University · Zagreb, HR
Nine practical books written to help people learn programming and productivity tools. Each title is available as a PDF.
Comprehensive guide on writing and editing documents · ISBN: 978-953-58990-0-6 · PDF · opens in new tab
Power of spreadsheet calculations · PDF · opens in new tab
Introduction to programming · PDF · opens in new tab
Simple website creation · PDF · opens in new tab
Introduction to programming · PDF · opens in new tab
From beginner to editor · PDF · opens in new tab
Introduction to programming · PDF · opens in new tab
Introduction to programming · PDF · opens in new tab
Introduction to programming · PDF · opens in new tab