AI Impact Summit – Final Reflection
Final reflections from the AI Impact Summit on verification-first workflows, post-training learning, cross-domain synthesis and Australia’s opportunities in safe, system-level AI.
Final reflections from the AI Impact Summit on verification-first workflows, post-training learning, cross-domain synthesis and Australia’s opportunities in safe, system-level AI.
AI Impact Summit reflections on strategic autonomy, frontier commitments, real-world evaluation and opportunities at the intersection of AI, cyber and critical technologies.
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.
Day-one reflections on sovereign AI strategy, India’s layered digital infrastructure and the durable meta-skills needed beyond short-lived prompting techniques.
Questions brought to the AI Impact Summit about system-level capability and risk, the durability of AI engineering advantages, and access to inference-time compute.
How the redesigned NSW AI Assessment Framework narrows thousands of potential concerns into a defensible set of additional, AI-specific risks and evidence-backed controls.
Early signals from the 2026 AI Safety Science Report on model-level cost asymmetry, induced behaviours, scalable oversight and system-level risk propagation.
CSIRO Data61’s 2026 research directions in scalable oversight, meaningful human agency and cross-domain techniques that jointly advance AI safety and economic value.
Why the real leverage of coding agents comes from redesigning work around automated, scalable verification rather than accelerating workflows that leave humans as the bottleneck.




Dr Liming Zhu FTSE
Research Director, CSIRO
Conjoint Professor, CSE UNSW
For other roles, see LinkedIn & Professional activities.
If you’d like to invite me to give a talk, please see here & email liming.zhu@csiro.au