machinamagnifica.ai
Pulse

Where the research meets
the community.

Pulse is our stream of events, panels, and conversations — bringing practitioners, researchers, policymakers, and industry leaders together around sovereign AI, governance, and harm reduction.

Featured Event

Australi.ai Victorian Chapter Panel

What if we've been asking the wrong question about AI safety? Our paper, The Harness Is the Contract: Architectural Sovereignty for Regulated AI After Robodebt, challenges the common focus on which AI model is “safe” and instead argues that trustworthy AI outcomes depend on the governance architecture surrounding the model.

The research evaluated multiple AI models across regulated government use cases and found that governance controls, source validation, auditability, and structured decision-making frameworks had a greater impact on performance than the choice of model itself.

Three of the paper's authors join a panel in Melbourne to discuss their findings and what they mean for Australia's AI future — an engaging, evidence-based conversation on AI governance, regulation, assurance, and the practical realities of deploying AI in high-stakes environments.

  • Safety is not just a model problem.
  • Governance is not just a policy problem.
  • Trustworthy AI requires robust systems, controls, and accountability.
On the Panel

Voices in the conversation

Paper authors, industry leaders, and facilitators exploring the practical realities of sovereign AI.

Dr Brigitte Lewis

Paper author · Socio-technical inclusion

Laura Schaufelberger

Paper author · Software engineering

Galina Romantsova

Paper author · Data, AI & secure architecture

Iskra Nikolova

Panellist · Technology leader, IBM

Leigh Gibson

Facilitator · Co-founder, Technology Executive Women

Join us

Reserve your place at the panel

Thursday 9 July, 5:30pm at the IBM Melbourne office. Spaces are limited — register through Humanitix to secure your seat.

Register on Humanitix ↗