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Parent: #45
Depends on: #47, #60
Normative target: #58
Outcome
Measure whether AgentPass correctly enabled or intervened in an action—and the operational friction introduced—using an independently established reference disposition rather than treating the gate's own decision as ground truth.
Current gap
The current implementation reports allow, deny, challenge, execution, retry, and replay activity. It cannot yet classify a decision as correct enablement, correct intervention, unnecessary intervention, or a missed control. It also lacks challenge/approval duration, abandonment, repeated approval, and final-disposition friction measurements.
Scope
versioned reference-disposition assessment: should_enable, should_intervene, indeterminate, or not_applicable
observed control disposition: enabled, intervened, not_reached, or unknown
independently derived classifications: correct_enablement, correct_intervention, unnecessary_intervention, and missed_control
deterministic policy replay, independent human review, trusted business-state evidence, incident review, and explicitly declared model-based adjudicators
challenge count/duration, human-review count/duration, repeated approval requests, abandonment after challenge, scope-drift rejection, and proposal-to-final-disposition latency
action-, step-, run-, and compatible-cohort rollups with explicit numerators and denominators
optional impact profiles for stronger counterfactual claims
Acceptance criteria
All four should-enable/should-intervene × enabled/intervened outcomes are represented and tested.
The original allow, deny, or challenge decision cannot serve as its own reference disposition.
Missing, conflicting, or insufficient adjudication remains indeterminate rather than being selected in the control's favor.
A correct mandatory step-up may record substantial friction without being classified as an unnecessary intervention.
prevented_harm is not emitted unless a versioned impact profile defines the harm and establishes the counterfactual evidence; otherwise the result is correct_intervention or prevented_disallowed_action.
Aggregate control metrics publish numerator, denominator, eligible, excluded, and indeterminate counts.
Final control assessments bind the action subject, measurement profile, evaluator version, reference evidence, and immutable evidence snapshot/digest.
Tenant isolation and privacy rules prevent direct customer identifiers, action IDs, or unbounded reason strings from becoming metric labels.
Historical control results cannot automatically expand runtime authority.
Validation
safe action correctly enabled
unsafe action correctly intervened
safe action unnecessarily blocked
unsafe action allowed
correct challenge with high friction
abandoned work after challenge
independent adjudicators disagree
missing reference evidence
attempted self-confirming gate evaluation
Non-goals
declaring every denial prevented harm
defining a universal safety policy
allowing historical quality to grant future authority
Parent: #45
Depends on: #47, #60
Normative target: #58
Outcome
Measure whether AgentPass correctly enabled or intervened in an action—and the operational friction introduced—using an independently established reference disposition rather than treating the gate's own decision as ground truth.
Current gap
The current implementation reports allow, deny, challenge, execution, retry, and replay activity. It cannot yet classify a decision as correct enablement, correct intervention, unnecessary intervention, or a missed control. It also lacks challenge/approval duration, abandonment, repeated approval, and final-disposition friction measurements.
Scope
should_enable,should_intervene,indeterminate, ornot_applicableenabled,intervened,not_reached, orunknowncorrect_enablement,correct_intervention,unnecessary_intervention, andmissed_controlAcceptance criteria
indeterminaterather than being selected in the control's favor.prevented_harmis not emitted unless a versioned impact profile defines the harm and establishes the counterfactual evidence; otherwise the result iscorrect_interventionorprevented_disallowed_action.Validation
Non-goals