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Model Risk · AI Governance · Decision Intelligence
Internal Readiness · Simulated
Centre Status

Model Risk, AI Governance & Decision Intelligence Centre

Governs AI/model/tool-assisted decisions inside BLACKSWAN Capital Markets OS — the regulatory digital twin engine, evidence-pack scoring, narrative generation, exam-response drafting, anomaly triage, revenue classifier, vendor scoring, and incident triage. Every output traverses a human-in-the-loop gate, validation track, drift watch, and override register. Conservative posture: internal model-risk readiness workflow only — outputs are decision support for a human reviewer, never automated legal, regulatory, investment, or audit decisions.

Models / tools inventoried
10
4 Decision Support · 3 Assistive · 2 Human-Review-Required · 1 Restricted
Validation track
4 / 10
Approved Internal · 5 Validation Pending · 1 Conditional
Human-in-loop coverage
10 / 10
Every output requires named reviewer · override register active
Open exceptions
9
Tracked in exception register · counsel + risk committee review pending
Decision / model state legend
Not Assessed Intake Low-Risk Assistive Controlled Decision Support Human Review Required Validation Pending Approved Internal Conditional Use Restricted Use Drift Watch Override Required Suspended Retired Archived
Twelve governance domains

Model Risk & AI Governance domains

Model / Tool Inventory
10 catalogued

Every model, prompt-template, tool integration, and decision engine catalogued with owner, version, input data, output type, and human-review requirement.

Use-Case Classification
Counsel review pending

Each use case mapped to ADGM/FSRA, UK FCA, MAS, MiFID II readiness posture and to internal limitation text. Drafts pending counsel sign-off.

Decision Criticality
4 high · 4 medium · 2 low

Criticality tier determines validation depth, reviewer seniority, evidence retention, and audit cadence.

Human-in-the-Loop Review
10 / 10 mandatory

No model output reaches a customer-facing or board-facing artefact without a named reviewer signing the evidence pack.

Validation & Testing
5 of 10 pending

Test suites covering expected behaviour, failure modes, threshold, and remediation. Validation owner ≠ build owner.

Explainability
Rationale + sources required

Every output carries an input snapshot, version, tool-chain ref, rationale summary, confidence signal, and reviewer note.

Data Lineage
Linked to Data Governance

Input data, classification, jurisdiction, retention class, and downstream artefacts tracked from source through every prompt/tool hop.

Prompt / Tool Audit
All prompt/tool calls logged

User/agent, prompt category, connected tool, data category, output class, restriction, and retained evidence hash captured per call.

Bias / Fairness Review
Scope: B2B counterparty & staff

Surface scoped: no consumer-credit, employment-screening, or protected-class decisioning. Fairness review focuses on counterparty-treatment equity and reviewer-bias controls.

Drift & Performance Monitoring
2 drift watches active

False-pos/neg watch, stale references, rule drift, jurisdiction drift, prompt drift, output quality, exception rate, escalation triggers.

Override & Challenge
Workflow live

Reviewers can challenge any generated decision; overrides require rationale, approver, audit event, and downstream pack regeneration.

Model Risk Evidence Pack
Pack assembled

Inventory · Validation · Override register · Drift log · Exception register · Audit trail — bundled for board, exam, and auditor view.

Model & tool inventory

Inventoried models, tools & decision engines

Model / Tool Owner Use case Decision criticality Input data Output type Human review Validation state Jurisdiction sensitivity Blocker Evidence ref State
Regulatory Digital Twin Decision Engine Head of Regulatory · CISO Map workflow → ADGM / FCA / MAS / MiFID expectations & surface internal readiness limitations High Workflow telemetry · regulatory rule pack · evidence pack metadata Limitation text · readiness state · jurisdiction flag Mandatory · Head of Regulatory Validation Pending ADGM · FCA · MAS · MiFID II Counsel sign-off on jurisdiction rule pack pending MR-EV-DTWN-001 Human Review Required
Evidence Dependency Graph Scoring Head of Evidence · Data Governance Lead Compute upstream/downstream evidence dependencies and gating impact High Evidence pack metadata · audit log · pack readiness state Dependency map · gating impact score Mandatory · Head of Evidence Approved Internal Internal · cross-jurisdiction read-only None MR-EV-DEPG-002 Controlled Decision Support
Pack Readiness Scoring Head of Evidence · Programme Manager Score 21 evidence packs across completeness, freshness, cross-link integrity, owner-attestation High Pack metadata · last reviewer event · cross-link graph Readiness score · open-gap list Mandatory · Programme Manager Approved Internal Internal None MR-EV-PRSC-003 Controlled Decision Support
Board Narrative Generator CEO Chief of Staff · Head of Comms Draft board-pack narrative aligned to readiness state & open exceptions High Pack metadata · decision register · open exceptions · approved KPIs Draft narrative (markdown) Mandatory · CEO Chief of Staff Validation Pending Internal · board-only Tone & limitation footer template pending Legal MR-EV-BNAR-004 Human Review Required
Executive Morning Brief Generator CEO Chief of Staff Surface overnight deltas: incidents · regulator events · pack-state changes · vendor risk · revenue exceptions Medium Audit log slice (last 24h) · pack delta · monitoring signals Markdown brief · top-3 attention list Mandatory · CEO Chief of Staff Conditional Use Internal Brief-template review by Legal pending MR-EV-MBRF-005 Conditional Use
Regulatory Exam Response Drafting Head of Regulatory · External Counsel Draft response binder text for regulator information requests High Regulator request · prior binders · evidence packs · audit log Draft binder section (markdown) · evidence cross-links Mandatory · External Counsel countersign Validation Pending ADGM · FCA · MAS External counsel review of generation template pending MR-EV-EXAM-006 Restricted Use
Stakeholder Room Access Anomaly Triage CISO · Head of Stakeholder Rooms Triage anomalous access patterns in stakeholder rooms and counterparty data rooms Medium Room access log · device signals · recipient list Severity score · suspected pattern · suggested action Mandatory · CISO Approved Internal UK · EEA · ADGM (personal data scope) None MR-EV-ROOM-007 Controlled Decision Support
Revenue Recognition Evidence Classifier CFO · External Auditor (pending) Classify revenue-event evidence for recognition treatment and audit binder High Contract metadata · billing event · invoice state · audit-log evidence Treatment hint · audit-flag · open-question list Mandatory · CFO sign-off Validation Pending Internal · audit-track External auditor validation pending MR-EV-REVC-008 Validation Pending
Vendor Concentration Risk Scorer Head of Procurement · Risk Committee Score vendor concentration and dual-supplier readiness Medium Vendor inventory · contract metadata · SLA telemetry · exit plan state Concentration score · dual-source gap list Mandatory · Risk Committee Approved Internal UK FCA · EU DORA scope None MR-EV-VCON-009 Controlled Decision Support
Incident Severity Triage SRE Lead · CISO Suggest incident severity tier and notification timeline Low Monitoring signals · paging history · service-impact map Severity suggestion · suggested comms list Mandatory · SRE Lead Approved Internal Internal None MR-EV-INCT-010 Low-Risk Assistive
Use-case classification

Internal use-case readiness — ADGM · UK FCA · MAS · MiFID II

Conservative posture: classifications below are internal model-risk readiness drafts pending counsel + risk-committee sign-off. They are not legal advice, not regulatory approval, and do not certify compliance with any regulator's AI / outsourcing / model-risk regime.
Jurisdiction Use-case category Internal readiness state Limitation text (draft) Owner Human review mandatory?
ADGM / FSRA Regulator-facing readiness, exam response, evidence packs Drafted · counsel pending Outputs are internal decision support; not automated regulatory advice. Submissions to FSRA always reviewed and signed by external counsel. Head of Regulatory Yes — external counsel countersign
UK FCA Outsourcing / operational resilience / SMCR-aligned readiness Drafted · counsel pending Outputs are internal model-risk readiness only; not automated SMCR attestation, not a substitute for SM&CR-accountable individual sign-off. Head of Regulatory · SMF Lead Yes — SMF-accountable sign-off
Singapore / MAS FEAT-aligned readiness (Fairness · Ethics · Accountability · Transparency) Drafted · counsel pending Drafted against MAS FEAT principles for internal readiness; not certification. Customer-facing decisioning out of scope. Head of Regulatory · Data Governance Lead Yes — Data Governance Lead
EU MiFID II / MiFIR Algorithmic-readiness posture (no algorithmic trading); record-keeping Drafted · counsel pending Platform does not place orders or execute trades. Outputs are operational readiness support only; record-keeping standards aligned for evidence retention. Head of Regulatory · CFO Yes — CFO / Head of Regulatory
Validation & testing

Validation panel · test set · expected behaviour · failure modes

Model / tool Test set Expected behaviour Failure mode watched Validation owner Last test Threshold Result Remediation action
Regulatory Digital Twin 72 scenario cards × 4 jurisdictions (curated) Limitation text matches counsel-approved phrasing for each jurisdiction Jurisdiction confusion · stale rule reference · over-confident phrasing Head of Regulatory (val. owner ≠ build) 2026-05-12 ≥ 95 % phrasing match · 0 over-confident outputs 92 % match · validation pending Re-test after counsel finalises rule pack
Evidence Dependency Graph 21 evidence packs · 412 cross-links All upstream/downstream dependencies resolved with no orphans Orphan node · phantom edge · stale link Head of Evidence 2026-05-15 0 orphans · 0 phantom edges Pass Re-run weekly
Pack Readiness Scoring 21 packs × completeness · freshness · cross-link · attestation Score reproducible given identical metadata input Score drift · attestation freshness drift Programme Manager 2026-05-14 Score variance ≤ 1 pt on identical input Pass · 0.4 pt variance None
Board Narrative Generator 9 historical board packs (curated) Narrative reflects only items in approved KPI / decision register · limitation footer present Hallucinated decision · missing limitation · over-confident framing CEO Chief of Staff 2026-05-13 0 hallucinated decisions · footer present 100 % 0 hallucinations · footer 96 % Fix template to always emit footer; re-test
Morning Brief Generator 30 days simulated audit-log slices Top-3 attention items match human-curated baseline ≥ 80 % Missed incident · noise inflation CEO Chief of Staff 2026-05-15 ≥ 80 % match · 0 missed Sev-1 83 % · 0 missed Sev-1 Tune noise filter; re-test weekly
Regulatory Exam Response Drafting 5 historic regulator-style requests (synthetic) Draft cites only approved evidence; counsel countersign present Uncited claim · disallowed source · over-broad assertion External Counsel 2026-05-10 0 uncited claims · 100 % counsel countersign Counsel review of template pending External counsel review of template; restricted use until pass
Stakeholder Room Anomaly Triage 30 days simulated room access log Flag anomalous patterns ≥ 90 % recall on injected anomalies False negative · false positive over 5 % CISO 2026-05-14 Recall ≥ 90 % · FPR ≤ 5 % Recall 94 % · FPR 3.1 % None
Revenue Recognition Classifier 200 simulated billing events × treatment labels Treatment hint matches CFO-approved baseline ≥ 95 % Mis-classification · auditor-disallowed treatment CFO · External Auditor (pending) 2026-05-09 ≥ 95 % match · 0 auditor-disallowed 96 % match · external auditor pending Hold for external auditor validation
Vendor Concentration Scorer 10 vendor inventory · 7 dependency rows Concentration score reproducible · dual-source gap list complete Stale vendor data · missed sub-processor Head of Procurement 2026-05-15 Score variance ≤ 1 pt · 0 missed sub-processors Pass Re-run on each vendor inventory change
Incident Severity Triage 40 historic incidents (simulated) Severity suggestion ≥ 85 % agreement with SRE Lead baseline Over-escalation · under-escalation SRE Lead 2026-05-15 ≥ 85 % agreement · 0 under-escalations on Sev-1 89 % · 0 Sev-1 missed None
Human override & challenge

Override & challenge workflow — generated decision · reviewer challenge · audit

Generated decision / output Reviewer challenge Override rationale Approver Audit event Downstream pack update Limitation text recorded
Digital Twin: workflow X mapped to MAS Notice 644 only Reviewer: MAS Outsourcing Guidelines also engaged Add MAS Outsourcing Guidelines limitation paragraph; counsel concurs Head of Regulatory · External Counsel MR-OVR-001 · 2026-05-12 09:42 UTC Regulatory Notification & Board Escalation pack v2 regenerated "Internal readiness only; not MAS compliance certification."
Board Narrative: confident framing on launch readiness Reviewer: tone too positive given 9 open exceptions Re-draft with conditional framing & explicit exception count CEO Chief of Staff MR-OVR-002 · 2026-05-13 17:08 UTC Board Narrative v3 issued · prior version archived "Internal narrative draft; pending board sign-off."
Exam Response: cites evidence pack EP-12 fully External counsel: EP-12 contains MNPI; restricted citation Replace citation with redacted summary; restrict pack access External Counsel · CISO MR-OVR-003 · 2026-05-11 14:21 UTC Exam Response binder v2 · Data Governance access ledger updated "Restricted use; counsel-redacted citation required."
Revenue Classifier: subscription renewal recognised over 12 m CFO: contract contains material modification clause; reassess Hold treatment hint; flag for auditor; do not auto-recognise CFO MR-OVR-004 · 2026-05-09 11:55 UTC Revenue Billing & Financial Controls pack v3 · audit-flag set "Validation pending; treatment subject to auditor review."
Incident Triage: Sev-3 suggested for monitoring lag SRE Lead: lag exceeded SLO > 15 min · escalate Promote to Sev-2; trigger regulator-notification timeline review SRE Lead · CISO MR-OVR-005 · 2026-05-14 03:18 UTC Production Monitoring · Regulatory Notification & Board Escalation packs "Assistive only; severity remains a human decision."
Explainability & evidence

Per-output evidence — input snapshot · version · rationale · confidence · reviewer note

Output ID Input snapshot Model / tool version Prompt / tool chain reference Rationale summary Confidence / quality signal Reviewer note Evidence hash
DTWN-117 workflow-readiness-2026-05-12T0931Z.json dtwn-engine v0.7.3 · rule-pack 2026.05.A prompt://dtwn/jurisdiction-classifier#v7 → tool://regulator-rule-lookup Workflow X engages ADGM, FCA, MAS; FCA primary on outsourcing posture 0.86 internal Counsel: confirm MAS engagement before sharing externally sha256:9f1b…c4d2
DEPG-204 evidence-graph-2026-05-15T0810Z.json depg-scorer v1.2.0 tool://evidence-graph-walker Pack EP-07 gates EP-12, EP-18; orphan check clean 0.97 internal Head of Evidence: approved sha256:1c44…8e09
BNAR-058 board-pack-2026-05-13T1659Z.json narrative-gen v0.4.1 prompt://board/narrative#v9 → tool://exception-register-read Narrative covers 9 open exceptions; conditional framing applied 0.79 internal CoS: footer must list all 9 exceptions; v3 issued sha256:6a7d…2f10
EXAM-031 exam-request-2026-05-10T1402Z.json exam-draft v0.3.0 prompt://exam/binder#v5 → tool://evidence-pack-read Binder section drafted; 3 evidence packs cited; redaction applied per CISO 0.71 internal External counsel: countersign before issue sha256:b39c…77a1
REVC-412 billing-event-2026-05-09T0840Z.json rev-classifier v0.6.0 tool://contract-metadata-read → prompt://rev/treatment-hint#v4 Subscription renewal; 12-month recognition hint; material-modification clause flagged 0.65 internal CFO: hold for auditor sha256:0e21…aa3b
ROOM-099 room-access-2026-05-14T0218Z.json room-anomaly v1.1.0 tool://room-access-log-read Anomalous off-hours read of evidence pack EP-12; recipient on approved list 0.82 internal CISO: monitored; no action sha256:2d18…5c66
INCT-540 incident-2026-05-14T0314Z.json severity-triage v0.5.2 tool://monitoring-signals → prompt://incident/severity#v3 Monitoring lag > SLO 15m; severity-tier promoted by reviewer 0.74 internal SRE Lead: human decision overrode model sha256:f4b8…91dc
Drift & performance monitoring

Drift watch · stale data · rule drift · jurisdiction drift · prompt drift · exception rate

Signal What it watches Owner Current Threshold Escalation trigger State
False positive / negative watch Triage models (room anomaly · incident severity) CISO · SRE Lead FPR 3.1 % · FNR 1.2 % FPR ≤ 5 % · FNR ≤ 2 % Validation owner page if breached for 3 consecutive runs Healthy
Stale data dependency Reference data older than retention/refresh policy Data Governance Lead 2 references flagged stale 0 stale references Block dependent model output if stale > 14 days Watch
Regulatory rule drift Regulator rule pack vs. counsel-approved baseline Head of Regulatory 1 rule pending counsel review 0 pending Restrict digital twin output for affected jurisdiction Watch
Jurisdiction drift Workflow → jurisdiction mapping changes vs. last counsel sign-off Head of Regulatory 1 mapping changed (DTWN-117) 0 unsigned changes Counsel review event triggered Counsel pending
Prompt drift Prompt template hash vs. approved baseline Model owner per tool 0 unsigned prompt changes 0 Lock model output until owner re-attests Healthy
Output quality Reviewer-rated quality on sampled outputs Validation owners 4.3 / 5 (rolling 7 d) ≥ 4.0 Quality dip > 0.3 pt triggers retest Healthy
Exception rate Overrides + challenges per 100 outputs Risk Committee 6.4 / 100 ≤ 10 / 100 Sustained rate > 10 triggers model-suspend review Healthy
Escalation trigger Aggregate drift signals → executive paging CEO Chief of Staff 0 paged 1 amber for 7+ d → page Two amber signals open > 7 d Two amber open
Prompt / tool audit trail

User · prompt · connected tool · data category · output class · restriction · evidence hash

Timestamp (UTC) User / agent Prompt category Connected tool used Data category Output class Restriction applied Retained evidence hash Review status
2026-05-15 09:31 CEO Chief of Staff Morning brief audit-log-slice · pack-delta Internal (no MNPI) Markdown brief Internal only · footer required sha256:71ae…1d22 Reviewed
2026-05-15 08:10 Head of Evidence Dependency graph score evidence-graph-walker Internal Score + gap list None sha256:1c44…8e09 Reviewed
2026-05-14 02:18 CISO Room anomaly triage room-access-log-read Personal (UK · EEA · ADGM) Severity + suggested action DSR-readiness link · access ledger update sha256:2d18…5c66 Reviewed
2026-05-13 16:59 CEO Chief of Staff Board narrative exception-register-read Internal · board-only Markdown narrative Conditional framing · limitation footer sha256:6a7d…2f10 Override applied
2026-05-12 09:42 Head of Regulatory Jurisdiction map regulator-rule-lookup Internal · MNPI scope tagged Limitation text Counsel-pending lock sha256:9f1b…c4d2 Counsel pending
2026-05-11 14:21 Head of Regulatory Exam binder draft evidence-pack-read MNPI · restricted Markdown binder section External counsel countersign required · citation redaction sha256:b39c…77a1 Restricted
2026-05-09 08:40 CFO Revenue treatment hint contract-metadata-read Internal · audit-track Treatment hint + flag Validation pending · auditor hold sha256:0e21…aa3b Validation pending
2026-05-14 03:14 SRE Lead Incident severity triage monitoring-signals Internal Severity suggestion None sha256:f4b8…91dc Reviewed · overridden
2026-05-15 08:55 Head of Procurement Vendor concentration vendor-inventory-read Internal Score + dual-source gap list None sha256:8cc1…43e7 Reviewed
Decision intelligence board

Model / tool outputs tied to evidence packs & production centres

Regulatory Digital Twin Decision Evidence

Twin outputs (DTWN-*) feed Regulatory Notification & Board Escalation, Data Governance jurisdiction tags, and the exam-response binder. Every output carries the limitation footer and counsel-pending flag where applicable.

Counsel pending

Model Risk Evidence Pack

Inventory · validation · override register · drift log · exceptions · audit trail. Bundle is the artefact a board or regulator inspects when asking "how is AI/model use governed?"

Pack assembled

Control Testing Evidence

Test sets + results for every model feed the control-testing evidence binder consumed by Approval & Sign-Off and Release Control.

5 pending

Regulatory Exam Response Evidence

Exam-binder drafts carry per-output evidence hashes and counsel countersign records back to the Regulatory Notification & Board Escalation Centre.

Restricted Use

Board Narrative

Narrative drafts (BNAR-*) consumed by board pack; every issue carries the conditional-framing template and limitation footer.

Human Review

Evidence Dependency Graph

Graph scoring (DEPG-*) gates pack-readiness scoring and feeds Launch Readiness, Production Go/No-Go, and Completeness Command Centres.

Approved Internal

Pack Readiness Scoring

Scores 21 evidence packs across completeness · freshness · cross-link integrity · attestation. Tied directly to Completeness Command Centre dashboards.

Approved Internal
Model / AI exception register

Open exceptions — counsel + risk-committee pending

Exception Affected model / tool Severity Owner Mitigation in place Resolution path Target close State
Unvalidated model in active use Regulatory Digital Twin High Head of Regulatory Human-review mandatory; output not externalised Counsel sign-off on rule pack; re-run validation suite 2026-06-05 Validation Pending
Missing human-review attestation Morning Brief Generator Medium CEO Chief of Staff Brief flagged "draft" until attestation logged Template emits attestation block; weekly audit 2026-05-24 In Progress
Unexplained output (rationale absent) Board Narrative Generator Medium CEO Chief of Staff Output blocked from issue if rationale field empty Template gate; re-test against curated set 2026-05-22 In Progress
Stale training / reference data Vendor Concentration Scorer Low Head of Procurement Score blocked > 14 d stale Weekly vendor-inventory snapshot 2026-05-30 In Progress
Restricted data exposure risk Regulatory Exam Response Drafting High External Counsel · CISO Restricted Use; redaction tool enforced; counsel countersign required Counsel-approved template; CISO sign-off 2026-06-10 Restricted Use
Prompt / tool audit gap Cross-tool (legacy traces) Medium Data Governance Lead New calls captured; legacy gap documented Backfill audit log from artefact metadata 2026-05-28 In Progress
Drift threshold breached Digital Twin · Rule Pack drift Medium Head of Regulatory Output restricted for affected jurisdiction Re-validate after counsel rule-pack finalisation 2026-06-05 Drift Watch
Unsupported jurisdiction request Regulatory Exam Response Drafting (US/SEC scope) Medium Head of Regulatory Output refused; manual counsel-led drafting Define scope ban list; surface in UI 2026-05-26 Restricted Use
Over-claim risk in generated text Board Narrative · Morning Brief Medium CEO Chief of Staff · Legal Conditional-framing template; limitation footer enforced Legal-approved phrase library; reviewer sign-off 2026-05-25 In Progress
Audit trail & evidence preservation

Audit log of model-risk governance events

Timestamp (UTC) Actor Model / tool Decision / output Evidence hash Limitation recorded Next step
2026-05-08 08:02 Head of Evidence n/a (process) MR-INVENTORY — model/tool inventory published sha256:aa11…b202 "Internal readiness only." Counsel + risk committee review
2026-05-09 11:40 Head of Regulatory Digital Twin MR-CLASSIFICATION — use-case classification drafted (ADGM/FCA/MAS/MiFID) sha256:bb22…c303 "Not legal advice; counsel pending." External counsel sign-off
2026-05-15 08:10 Head of Evidence Evidence Dep. Graph MR-VAL-DEPG-002 — validation pass sha256:1c44…8e09 "Internal." Continue weekly re-run
2026-05-14 09:05 Programme Manager Pack Readiness Scoring MR-VAL-PRSC-003 — validation pass · 0.4 pt variance sha256:cc33…d404 "Internal." None
2026-05-13 17:08 CEO Chief of Staff Board Narrative MR-OVR-002 — override · re-draft with conditional framing sha256:6a7d…2f10 "Internal narrative draft." v3 issued · v2 archived
2026-05-12 09:42 Head of Regulatory Digital Twin MR-OVR-001 — add MAS Outsourcing Guidelines limitation paragraph sha256:9f1b…c4d2 "Not MAS compliance certification." Reg. Notification pack v2 regen
2026-05-11 14:21 External Counsel Exam Response Drafting MR-OVR-003 — redact MNPI citation; restrict pack access sha256:b39c…77a1 "Restricted use." Exam binder v2 issued
2026-05-15 09:00 Head of Regulatory Rule Pack drift MR-DRIFT-001 — jurisdiction mapping change flagged sha256:dd44…e505 "Counsel review pending." Counsel session 2026-05-19
2026-05-15 12:18 Risk Committee n/a (process) MR-EXC-REGISTER — 9 open exceptions logged sha256:ee55…f606 "Internal readiness only." Weekly review
2026-05-16 07:30 CEO Chief of Staff · CISO · CFO All model owners MR-ATTESTATION — model-risk governance attestation sha256:ff66…a707 "Internal attestation; not regulatory approval." Re-attest monthly
Assumptions and Limitations

What this Centre is — and is not

  • Staging / simulated AI & model data. All model identifiers, validation results, evidence hashes, and audit events shown here are seed values for an internal readiness workflow. They are not production telemetry, not a live model registry, and not a live audit log.
  • Internal model-risk readiness workflow only. This Centre captures BLACKSWAN's internal posture on AI/model governance. It is not automated legal advice, not automated regulatory advice, not investment advice, not regulatory approval, and not an audit opinion.
  • Not a substitute for human review. Every model/tool output requires a named human reviewer and, where applicable, counsel countersign. The Centre exists to make that review fast and auditable, not to remove it.
  • Not authorization for external launch. Approved-internal state means "approved for internal decision support." External-facing deployment requires counsel, risk-committee, and (where applicable) regulator engagement that is not captured in this artefact.
  • Conservative scope on fairness. The platform does not perform consumer-credit, employment-screening, or protected-class decisioning. Fairness controls focus on counterparty-treatment equity and reviewer-bias controls within a B2B / staff scope.