Current status: public beta / controlled-pilot technology. Production use requires separate review.
BUSINESS ACTION GATE

Do not ask whether the model sounds right. Ask whether the action may proceed.

ActionGate is the business-action control surface of Mizan. It receives a proposed action plus trusted context and evaluates whether policy, evidence, authorization and workflow state support execution.

1,024internal final holdout casescontrolled internal validation
3,052/3,052atomic checksinternal final holdout
163/163unsafe proposals interceptedzero unsafe pass-through in that holdout
84/84 + 84/84Stripe Sandbox controlstenant isolation + credential rotation

Control families

Authorizationrole / actor / tenant binding
Policyexplicit business constraints
Evidencerequired support before action
Idempotencyduplicate suppression
Replay defensenonce / command reuse protection
Human reviewdefer when automation should not decide
Auditstructured decision evidence
Recoveryunknown outcome and controlled re-entry

Decision pattern

{
  "proposed_action": "refund",
  "trusted_context": {
    "role": "support_level_1",
    "amount": 840,
    "approval": false
  }
}

→ HUMAN_REVIEW
  APPROVAL_REQUIRED
The public surface does not perform the downstream refund or other customer action.
EVIDENCE BOUNDARY

Strong controlled evidence, not production certification.

The 1,024-case holdout did not move real money. Stripe results are Sandbox protocols and are not an independent penetration test, production IAM certification, HSM/KMS certification or live-payment attestation.