PublishedPaper no. 1
The Enforcement Gap: Why Africa's AI Regulations Need Runtime Enforcement
Why having AI regulations isn't enough — and why enforcement needs to happen where AI systems actually make decisions.
Research
The Ginux research series
Practical research on AI governance, intelligent systems and the infrastructure around them — published openly and reproducibly.
In preparationPaper no. 2
Runtime Policy-as-Code: A New Abstraction for Agent Compliance
Exploring machine-readable policies as a foundation for governing AI agents across different regulatory environments.
Q4 2026
PlannedPaper no. 3
The African AI Governance Benchmark
A framework for evaluating the governance and compliance posture of AI agent deployments across African jurisdictions.
2027
Open source
Infrastructure we give away
Components that should be shared infrastructure rather than private advantage are released under permissive licences — evaluation harnesses, connectors and routing utilities.
Collaboration
Working with institutions
We partner with universities, regulators and enterprise research teams on studies where deployment data matters more than benchmarks.