This roadmap is guided by the Hamiltonian Principle, inspired by Margaret Hamilton’s pioneering work on Apollo mission software.
Hamilton established that robustness, evaluation, and error management are not afterthoughts but core to engineering practice.
Her foresight in building error detection, recovery systems, and human-in-the-loop processes ensured that software could withstand uncertainty and still deliver mission-critical reliability.