SAFEARC's seventh pillar, Contain, sets the policy. It says incident response exists, defines classification criteria, and names escalation contacts. That is the right level for the deployment-decision review. It is not enough for the moment when a system actually misbehaves in production.
When an incident happens, no one wants to read a one-paragraph policy and figure out the rest. They want a numbered sequence, with each step naming who acts, what they do, and what the next step needs from this one. STABLE is that sequence. It expands Contain into a runbook.
Stop the bleeding. Suspend the system, throttle traffic, route around the failure, or pull the affected component offline. Containment is about reducing further harm before any analysis begins. The named on-call has authority to act without seeking permission.
Classify the incident. How severe is the harm, how broad is the impact, who is affected, and what regulatory or contractual notification clocks just started. Triage produces the severity rating that drives every later decision about resourcing and disclosure.
Find the cause. Pull logs, reconstruct the system state at the time of failure, identify whether this was a model behavior, a data issue, an integration failure, an adversarial input, or a process gap. Assessment is the diagnostic step. It produces a written root-cause finding, not a verbal hypothesis.
Translate the finding into changes. What needs to be fixed in the model, the data pipeline, the monitoring, the review process, the controls. Learning produces a list of named actions with owners and deadlines. Without this step, the same incident recurs.
Bring the system back. Apply the fixes from Learning, restore service in stages, communicate to affected users, and meet any regulatory or contractual notification obligations on time. Recovery is not just turning the system back on. It is restoring it to a state better than the one that failed.
Confirm the fix held. Run targeted tests, watch the monitoring signals that should have caught the original incident, and sign off on closure. Verification produces the post-incident record that updates the SAFEARC governance file and feeds into the next CARG reassessment.
STABLE does not replace Contain. It expands it. SAFEARC's Contain pillar names the response structure during the deployment review, before anything has gone wrong. STABLE is what runs when the response structure is needed in real time. The output of a STABLE run is a closed incident record that updates the SAFEARC governance file, triggers a CARG reassessment if warranted, and becomes part of the audit trail for the next review cycle.
The point is that incidents do not get treated as one-off crises that the team handles however they can. They get treated as a defined process with named steps, named owners, and a written record at the end.
Founder of Cinderpoint Systems LLC. M.S. Artificial Intelligence (MSAI), M.S. Management (MSM). Researches how systems fail under speed, opacity, and scale.