Professor Liming Zhu

Reflections from the National Communication Museum AI Summit on social trust, simulated human communication, system-level controls and AI’s growing role in mediating interpretation.

Key messages from the Aus Gov Data Summit on bounded uncertainty, evaluation as system design, system-level controls and meaningful human roles beyond routine oversight.

Scalable AI means reducing the marginal friction of each new use case through verification-first design, context-specific risk assessment and reusable technology and assurance foundations.

Research symposium insights on post-training learning, cross-domain scientific discovery, evidence-based trust and why AI safety must be engineered at the system level.