Why AI Self-Assessments Score Too Well
The level you declare, and the level you can show.
Insights
Insights
Writing on AI governance and accountability for GCC institutions: what an organisation owes for the AI it deploys, and the work of closing that gap before it is called in.
Accountability Debt
Why the hardest part of AI adoption is not the technology, and what institutions accumulate when they skip it.
Who Answers for the Agent?
When AI stops advising and starts acting, the accountability question changes shape.
The Vendor Is Not Accountable
An indemnity moves money. It does not move the answer.