202611 essays
An AI commitment needs evidence that can survive examination. So does an AI-assisted decision.
The Output Is Not the Decision
An AI answer, an institutional decision, and the action that follows are different events. A useful decision record preserves the evidence for each one and states what it cannot prove.
The open-model exemption is not an assurance claim
An exemption from specified provider duties changes the regulatory route. It does not establish that an open model is safe, suitable, or sufficiently governed in a particular deployment.
A benchmark is a claim about a population
A benchmark score is not a property of a model. It is an estimate produced by choices about tasks, samples, scoring, and the population to which the result is meant to apply.
Test the attacker who gets to try again
A defense that usually resists one attack may still be indefensible when a patient adversary can repeat the attempt until the agent behaves differently.
The impact assessment must stay open
An AI impact assessment completed before launch becomes historical evidence unless the institution has rules for reopening it when the system, use, or world changes.
The auditor is part of the assurance surface
AI certification can be no more credible than the competence, independence, scope, and evidence practices of the bodies that issue it.
An incident begins before the headline
Institutions that wait for public harm to define an AI incident throw away the near misses and weak signals that could have prevented it.
The compliance date is a systems deadline
A legal obligation that begins next month cannot be met next month if the required evidence, controls, and reporting paths were never built into the deployed system.
Documentation must cross the model boundary
Model documentation creates accountability only when downstream builders and deployers can connect it to the system, use, and decision they actually operate.
Procurement is where evidence becomes a deliverable
If evaluation records, change notices, incident cooperation, and exit support are absent from the purchase, they will be expensive or impossible to obtain when accountability requires them.