I’m an Australian IT consultant and founder of Aelira, an open-core accessibility platform for higher education. My experience includes contract work on AI model evaluation, red-teaming and safety projects through Outlier and CrowdGen.

I’m focused on making educational materials accessible while preserving their meaning and keeping people in control of AI-generated changes. My aim is to publish reusable tools, reproducible evaluations and practical evidence about when automated remediation helps, when it fails and when human review is essential.