Research question
What controls make advanced models dependable enough for consequential enterprise work?
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Controls, evaluation and evidence for responsible enterprise deployment.

What controls make advanced models dependable enough for consequential enterprise work?
We investigate evaluation, access boundaries, runtime monitoring and failure containment before deployment.
The result is a practical safety case connecting model behavior to operating risk.
Adversarial evaluation
Runtime policy enforcement
Failure-mode analysis
Auditable model evidence
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