What is AI enforcement infrastructure?

AI enforcement infrastructure is the layer that intercepts and enforces policy on AI actions before they execute, ensuring agents cannot take unauthorized actions even when instructed to do so.

What is fail-closed execution in AI systems?

Fail-closed execution means that if an AI agent cannot verify it has authorization to take an action, it refuses to proceed. No action is taken without a valid, verified approval.

How does AI Syndicate differ from logging tools?

Logging tools record what happened after the fact. AI Syndicate enforces policy before execution occurs and records who approved what, with what parameters, under which policy version.

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Non-Compliant Patterns

This page defines implementation patterns that violate the fail-closed contract.

INV-1INV-2INV-3INV-4INV-5INV-6

Spec Drift Warning

Changes to implementation that violate invariant mappings invalidate compliance with v1.0. Implementations MUST preserve invariant-to-component, invariant-to-artifact, and invariant-to-verification-step mapping.

Compliance Assertion

• Defines implementation states that SHALL fail compliance review.

Non-Compliance Results In

• Any listed pattern invalidates v1.0 compliance.
• Deviation from detection rules invalidates audit conclusions.

Explicitly Non-Compliant Patterns

Invariant Mapping: ALL INVARIANTS

• Fail-open fallback is non-compliant.
• Eventual consistency replay prevention is non-compliant.
• Any bypassable execution path is non-compliant.
• Missing audit chain or denial records is non-compliant.
• Silent truncation of parameters is non-compliant.
• Unsigned or unverifiable approval envelopes are non-compliant.

Detection Requirements

Invariant Mapping: ALL INVARIANTS

• Compliance review MUST fail if any execution endpoint is reachable without Gate.
• Compliance review MUST fail if replay detection cannot guarantee strong consistency.
• Compliance review MUST fail if denials are not logged with attributable audit records.
• Compliance review MUST fail if executed parameters differ from approved parameters without an allowed narrowing rule.

Verification Linkage

INV-2

Artifact: audit-chain-001.json

Check: Silent truncation or parameter drift is detectable

Verification step: verify.sh: INV-2

INV-6

Artifact: verification walkthrough

Check: Direct bypass is rejected; bypassable path is detectable

Verification step: Adversarial scenario 3