Unsolved problem
Non-invasive neuromodulation devices are being developed without formal specification of closed-loop control behaviour. The MHRA 2026 framework will require it.
Vitacore angle
Formal specification and verification of closed-loop non-invasive neuromodulation using timed automata. Safety properties: the system cannot deliver stimulation outside specified physiological state boundaries.