Updated 17 October 2026. It is easy to agree that accountability matters. The interesting decision arrives when the work competes with a feature somebody can demonstrate on Friday.
Make the trade-off visible
Put the control work beside the capability it supports. If an agent gains permission to change a record, the boundary test and recovery procedure belong to that change. Treating them as an unrelated governance project makes them easier to postpone.
An illustrative prioritisation review can ask what the feature allows, what could go wrong and what evidence is required before release. The answer may be a smaller initial scope rather than a larger compliance project. Limiting the action can be a product decision, not a defeat.
Keep the cost of omission visible. If the team removes a review step, identify who will carry the unresolved work or risk. Do not invent a financial estimate to make the argument look quantitative. A clearly described consequence is better than a confident number with no basis.
This is also where leadership earns its role. A priority list should explain the decisions, not hide them behind a scoring formula. Someone has to own the choice when useful controls and commercial pressure compete.
| Question | Evidence or action |
|---|---|
| Capability | New action or consequence |
| Control work | Evidence needed before release |
| Trade-off | Scope, timing and responsible decision |
The practical next step
Review one upcoming feature and its supporting controls together. If the controls are missing from the plan, the apparent delivery date may be describing only part of the product.
Keep the resulting decision, its owner and unresolved questions in a short decision record. For claims about agent behaviour, connect the decision to evaluation evidence rather than relying on a successful demonstration alone.
Further primary reading: NIST AI Risk Management Framework. The review map and product recommendations above are my analysis, not a certification or a legal assessment of a particular deployment.
