AAE
Autonomous Assurance Engine
1. Identity
Depends on module:
Purpose
The Autonomous Assurance Engine (AAE) is ZAYAZ’s Tier-0 assurance layer.
It validates, verifies, and certifies sustainability signals produced by other Micro Engines and data pipelines by applying governance, integrity, temporal, and trust checks.
AAE produces assurance meta-signals (e.g. proof statements, anomaly flags, trust scores) that are used for:
- regulatory reporting readiness (ESRS, CSRD, etc.),
- auditability and third-party verification,
- federation-safe disclosure and downstream trust propagation.
This engine is foundational because it:
- provides software-of-record assurance outputs attachable to reported metrics,
- enforces traceable lineage (“which engines touched this signal”) through USO origin stamps,
- enables policy-driven escalation (manual review, re-validation, re-computation) via ZSSR.
Typical usage
-
Pre-disclosure assurance gating
Validate that ESRS-ready outputs meet minimum completeness and trust thresholds before report compilation. -
Runtime trust scoring
Generate trust and anomaly signals as new data or computed outputs arrive. -
Governance consistency checks
Verify that disclosures comply with active approvals, policies, and governance snapshots. -
Federation verification
Emit portable assurance statements that downstream parties (partners, verifiers, authorities) can independently validate.
Typical inputs
- Computed sustainability signals (e.g. GHG totals, intensities) and their lineage metadata
- Governance context (approvals, attestations, policy bindings)
- Registry references (engine identity, build hashes, schema IDs)
Typical outputs
- Assurance statements (pass / fail / warn + reasons)
- Trust scores and anomaly flags
- Coverage and completeness diagnostics
- Recommendations for next action (e.g.
VALIDATE_NEXT,MANUAL_REVIEW,RECOMPUTE)
Notes
- AAE is policy-invoked, not chained directly like Tier-1–3 calculators.
- Tier-1–3 engines must never depend on AAE.
- AAE observes and validates their outputs and emits meta-signals consumed by ZSSR and reporting workflows.
2. Engine Semantics (Tier-0 Assurance Engine)
| Attribute | Description |
|---|---|
| Engine Class / Tier | Tier-0 Assurance Engine. Operates outside Tier-1–3 computation chains and validates their outputs. |
| Signal Type | Meta-signals. AAE consumes computational and governance signals (e.g. TLX, PAL, GSL, CIS, TrustGate) and emits assurance signals (proofs, scores, compliance flags). |
| USO Role | Defines the origin of all assurance signals. Every assurance result inherits an origin trace such as uso:aae:proofs.hash_parity@v1 or uso:aae:gov.approval_compliance@v1. |
| ZAR Codes | Each assurance test (micro-check) is versioned and addressable via its own ZAR artifact. These ZARs represent executable assurance modules invoked by AAE. |
| Invocation Model | Policy-driven. AAE is invoked by ZSSR or governance policy, not chained directly from data signals. |
Note
The Autonomous Assurance Engine does not have a CSI.
Instead, it produces multiple assurance signals, each with its own CSI and USO lineage.
3. Conceptual Model
AAE is not a service that verifies things once.
It is a living verification engine inside the MICE network — listening, reasoning, and asserting machine-verifiable assurance signals continuously.
[ TLX events ]
↓
(ZSSR router)
↓
[ MICE: AAE Engine ]
├── Proof Validator (ZAR-1001)
├── Governance Auditor (ZAR-1002)
├── Temporal Consistency Checker (ZAR-1003)
├── Trust Anomaly Detector (ZAR-1004)
↓
[ Assurance Statement (Signal) → TLX & ETN ]
Each of these is a micro-engine module inside the AAE “ship”, callable individually or orchestrated together.
4. Internal MICE Composition (AAE MIB)
This section describes the internal micro-engine composition of AAE. These sub-engines are not independently routable by ZSSR; they are orchestrated exclusively by the AAE control plane.
| Micro Engine | Purpose | USO Reference | CMI Example |
|---|---|---|---|
| ProofValidator | Verifies TLX → PAL → DAL linkage and Merkle inclusion | uso:aae:proofs.hash_parity@v1 | AAE.Validator.Proof.1_0_0 |
| GovernanceAuditor | Checks disclosures against active GSL approvals | uso:aae:gov.approval_validity@v1 | AAE.Audit.Governance.1_0_0 |
| TemporalContinuity | Validates PAL block intervals and ordering | uso:aae:temporal.continuity@v1 | AAE.Validator.Time.1_0_0 |
| TrustAnomalyDetector | Cross-checks AI trust calibration curves for drift | uso:aae:trust.anomaly@v1 | AAE.Detector.Trust.1_0_0 |
| StatementPublisher | Issues signed assurance statements | uso:aae:meta.statement@v1 | AAE.Publisher.Statement.1_0_0 |
Each sub-engine can run standalone or be invoked by the AAE Orchestrator, a MICE router sub-agent responsible for scheduling and execution.
5. Integration Points
| Source System | Interface | Function |
|---|---|---|
| TLX | /tx_events, /proofs/{tx_id} | Feed assurance data, validate Merkle inclusion |
| PAL | /blocks, /verify | Check block parity and DAL references |
| GSL | Kafka topic gsl.approvals.v1 | Validate governance constraints |
| CIS | / trust_curves API | Cross-check predicted trust decay curves |
| TrustGate | trust_events stream | Feed current trust thresholds and signal tails |
| ETN | /publish/assurance | Receive assurance statements for disclosure |
6. Placement in the Overall System
┌────────────────────────────────────────────────────────────┐
│ MICE CLUSTER (Micro Engines) │
│────────────────────────────────────────────────────────────│
│ eco.mice.analytics.cis-engine │
│ eco.mice.validation.trustgate-engine │
│ eco.mice.governance.eaa-gsl-engine │
│ → eco.mice.assurance.aae-engine ← Autonomous Assurance │
│ eco.mice.discovery.tlx-etn-reasoner │
└────────────────────────────────────────────────────────────┘
AAE receives signals from all other engines and emits assurance signals back into TLX and ETN, completing the closed assurance loop of ZAYAZ.
7. High-Level Data Flow
- TLX emits a
tx_event→ AAE subscribes. - AAE queries:
/tlx/v1/records/tlx/v1/proofs/{tx_id}/pal/v1/blocks/{block_id}/gsl/v1/approvals
- Executes all registered assurance modules.
- Publishes an assurance statement:
{
"assurance_id": "AAE-2025Q4-TEN001",
"verified_at": "2025-10-26T12:00:00Z",
"coverage": "TLX→PAL→DAL",
"tests": [
{ "id": "hash_parity", "result": "pass" },
{ "id": "approval_validity", "result": "pass" },
{ "id": "block_interval", "result": "pass" },
{ "id": "trust_curve_anomaly", "result": "warn" }
],
"score": 0.97,
"issued_by": "aae-engine@zayaz",
"signature": "…"
}
- TLX exposes the result via /tlx/v1/assurance/latest.
- Summary
The Autonomous Assurance Engine is the trust anchor of the ZAYAZ platform.
It transforms raw computation into verifiable, governable, and federatable truth, ensuring that every disclosed metric can be traced, validated, and defended — by machines first, and humans when needed.