machinamagnifica.ai
About Us

Diverse in background and perspectives.
The mission unites us.

We are the authoring team of The Harness Is the Contract — a 2026 research paper from the Jeff Bleich Centre for Democracy and Disruptive Technologies at Flinders University. Formed through a call-out at Australi.ai, we are a community of practice within a larger community of interest about sovereign AI.

Who We Are

Diverse, technical, and grounded in social equity

We are a diverse team of researchers and professionals committed to making the digital world — and the AI products we use within it — more inclusive, secure, sovereign, and of benefit to all humans.

Our skills span AI offensive security, governance, software engineering, cloud security, security architecture, and entrepreneurship. We hold deep, valued experience working on national and international scale systems.

We take a social equity lens to all the work we do because we look at the world from divergent perspectives. Sometimes we disagree — we all have wildly different lived experiences — but what unites us is our passion to build, implement, and secure AI systems.

If you're thinking about data sovereignty, bias minimisation, and building AI solutions with data that is representative of a multitude of human identities, you've come to the right place.

“The model is the beginning of an AI solution — but the harness is where the controls live. That's where our experience lies and our team's services are focused.”

Perspectives we bring

IntersectionalQueerFeministDisability-inclusiveMaleHeterosexualIndigenous

Our origin

Formed as a research collective from a call-out at Australi.ai, we are a community of practice within a larger community of interest in sovereign AI. Our foundational research was published at the Jeff Bleich Centre for Democracy and Disruptive Technologies at Flinders University.

Our People

The team behind the harness

Six practitioners. Wildly different backgrounds. One shared mission.

Brian Hill

Digital Strategist & Cloud Expert

Our digital strategist, health expert and cloud guru all rolled into one.

Find me on LinkedIn

Galina Romantsova

Data, AI & Secure Architecture Lead

Our data, AI and secure architecture lead.

Find me on LinkedIn

Corch

Cybersecurity Consultant

Our resident cybersecurity consultant, privacy advocate, and problem solver.

Find me on LinkedIn

Dr. Brigitte Lewis

Socio-Technical Inclusion Specialist

Our sociologist turned ethical hacker with a penchant for exploring socio-technical inclusion.

Find me on LinkedIn

Ben Kereopa-Yorke

AI Security Researcher & Advisor

Our AI security researcher and advisor whose foundational research inspired Machina Magnifica.

Find me on LinkedIn

Laura

Humanist & Software Engineering Advisor

Our humanist and software engineering advisor.

Our Name & Symbol

About the Name

The Machina Magnifica logo: a heart split down the middle by a dashed line — the left half a smooth, hand-drawn human heart, the right half a pixelated, evolving digital equivalent.

Machina Magnifica— Latin for magnificent machine — names both an aspiration and a constraint. For us, a machine can be magnificent only when it serves human dignity, distributes power responsibly, and remains genuinely governed. Machina Magnifica answers that challenge with engineering: designing harness architectures that enforce local governance, transparency, and accountability on AI models regardless of who built them.

Our logo builds on this, reflecting a human heart on the left, with a central line dividing the lived vs digital experience, the right showing an evolving, iterating attempt at growing a heart-like equivalence.

Research

Jeff Bleich Centre for Democracy and Disruptive Technologies

Our foundational research paper, The Harness Is the Contract: Architectural Sovereignty for Regulated AI After Robodebt, was published in 2026 through the Jeff Bleich Centre at Flinders University, South Australia.

Read the Paper ↗