#HOSAonAI
AI capability is advancing.
Our capacity to govern it must advance with it.
The Three Pillars of Effective AI Deployment
Institutional Accountability × Operational Control × Human Capacity
A new framework for governing not only what AI systems can do—but whether institutions should deploy them, whether their actions can be controlled and whether people remain capable of meaningful participation.
Read the Report then join the live discourse around it.
Individually governed. Collectively consequential.
A benefits decision triggers banking, housing and identity consequences across institutions. Each system operates within its permissions. No institution governs the combined outcome.
What governs the whole?
HOSA Research:
A professional is assigned final oversight but must supervise hundreds of machine-speed decisions without sufficient time, context or power to intervene.
Is this human control or responsibility without authority?
When the human remains “in the loop”
AI removes the work through which junior professionals develop judgement, while the institution continues to depend upon experienced human decision-makers.
Who develops the expertise the institution will need next?
When efficiency consumes future expertise
How do we ensure that AI capability is not developed at the expense of human capacity?
HOSA on AI: The Live Inquiry
12 Questions for the Future We Are Building
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A HOSA Lens on AI, Enterprise & Industry
Is led by HOSA Faculty, Leo Cullen and supported by Christina Loftus, HOSA Faculty Fellow - TED Law, Ruth Pearce, HOSA Faculty Fellow - Law.
Inquiries can be directed to
AI governance has concentrated on the system.
The Three Pillars examines the entire deployment environment.
Should it be deployed?
Who has the legitimate authority to decide—and who remains accountable for what follows?
Can it be controlled?
Are its permissions, boundaries and actions visible, enforceable and reversible?
Can people participate effectively?
Do people retain the capacity, understanding, judgement and authority required to govern and challenge it?
Technical control is essential. It is not, by itself, effective governance.