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.

AI Impact Summit observations on durable business value, participatory governance, rigorous evaluation and the enduring human role of curiosity and judgement.