I work where systems meet reality.
I build and develop independent ideas around AI autonomy, patient safety and organizational intelligence. The common question is simple: what happens when technology, formal systems and real human environments do not behave as expected?
Different products. One underlying problem.
Each project looks at a place where formal systems meet real-world complexity — and where earlier, clearer signals or better boundaries can materially improve outcomes.
Autonomy Check
Independent assessment of autonomy, authority and organizational control before AI systems are allowed to act.
Clinical AI Check
Clinical validation and patient-safety thinking for AI operating in the complexity of real healthcare workflows.
TryggSignal
Exploring how weak signals across care and organizations can become visible earlier — before isolated observations become systemic problems.
Narkotikarevision
Independent thinking around traceability, control and risk in narcotic medication handling within healthcare and care organizations.
I am interested in the gap between how systems are designed and how they behave in reality.
That gap is where I work.
Useful when the problem is not purely technical.
I work best where technology needs to be tested against real workflows, organizational behavior, clinical consequences or public-sector reality.
Have a problem sitting between technology and real-world operations?
That is usually where the interesting work starts.