Data-layer swarm · Governance-Decision-Router Agent · FBC-override-learning skill · Build pillar · Published July 18, 2026

How to build override-learning AI guardrails for multi-location AI agents

This guide explains how to architect the fbc-override-learning skill on the governance-decision-router agent end-to-end at multi-location AI-agent override-learning scale: per-portfolio per-banner per-location per-AI-agent per-canonical-override-pointer + per-canonical-override-capture-spec + per-canonical-override-pattern-aggregation-spec + per-canonical-override-threshold-recalibration-spec + per-canonical-override-cross-skill-reverberation-spec + per-canonical-override-compliance-gate-spec + per-canonical-override-audit-trail + per-portfolio-audit-trail.

Engage the governance-decision-router agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-location per-AI-agent per-canonical-override-pointer across 21 canonical-override types — per-auto-publish + per-batch-review + per-send-to-FBC + per-escalate + per-reject + per-brand-voice-score + per-sentiment + per-factual-confidence + per-reach-magnitude + per-compliance-confidence + per-routing-destination + per-threshold + per-explainer + per-claim-allowlist + per-evidence-chain + per-forbidden-phrase + per-required-phrase + per-channel-policy + per-audience-bound + per-jurisdiction-bound + per-canonical-override.
Per-canonical-override-capture-spec — per-reviewer-identity + per-reviewer-role (team-lead / legal / compliance / brand-lead / franchise-owner / DMO-director / CMO / fractional-CMO) + per-original-routing-destination + per-resulting-routing-destination + per-pre-override-threshold-snapshot + per-pre-override-score-snapshot + per-rationale-free-text + per-18-structured-rationale-tag (brand-voice-too-strict/loose + sentiment-too-strict/loose + factual-too-strict/loose + reach-miscalibrated + compliance-too-strict/loose + channel-policy-miscalibrated + audience-miscalibrated + jurisdiction-miscalibrated + claim-allowlist-miscalibrated + evidence-chain-miscalibrated + forbidden-phrase-miscalibrated + required-phrase-miscalibrated + explainer-quality-issue + other) + per-timestamp + per-canonical-content-snapshot + per-override-confidence-tier + per-override-explainability.
Per-canonical-override-pattern-aggregation-spec — per-trailing-24h/7d/30d/90d/365d window + per-13-pattern-dimension (by reviewer / reviewer-role / banner / location / location-cluster / AI-agent / skill / routing-destination / structured-rationale-tag / vertical / channel / jurisdiction / audience) + per-frequency + per-frequency-trend + per-statistical-significance (chi-square + Fisher-exact + Mann-Whitney-U + Wilcoxon + bootstrap-CI) + per-effect-size (Cohen-d + Cohen-h + Cliff-delta + rank-biserial) + per-pattern-confidence-tier + per-pattern-explainability.
Per-canonical-override-threshold-recalibration-spec + per-canonical-override-cross-skill-reverberation-spec — per-recalibration-rule (statistical-significance-floor + effect-size-floor + frequency-floor + frequency-trend-direction + reviewer-seniority-weight + reviewer-role-weight + Cohen-kappa-cross-reviewer + Fleiss-kappa-multi-reviewer + Krippendorff-alpha-reliability) + per-23-recalibration-action (brand-voice/sentiment/factual/reach/compliance threshold tighten-loosen + routing destination edit + claim allowlist add/remove + evidence chain edit + forbidden/required phrase add/remove + channel/audience/jurisdiction policy edit + explainer rewrite) + per-10-recalibration-scope (portfolio + banner + location + cluster + AI-agent + skill + vertical + channel + jurisdiction + audience) + per-shadow-mode + per-6-stage-canary-rollout (1/5/10/25/50/100-pct) + per-rollback + per-multi-stakeholder-approval + per-PR-style-versioning + per-21-sibling-skill-reverberation + per-reverberation-confidence-tier + per-reverberation-explainability.
Per-canonical-override-compliance-gate-spec + per-cross-skill-handoff + per-canonical-audit-trail — per-reviewer-authorization-RBAC + per-ABAC + per-OAuth-2.0 + per-OIDC + per-mTLS + per-SAML-SSO + per-API-key + per-JWT + per-OPA-Rego-policy-as-code + per-AWS-Cedar + per-Casbin + per-Cerbos + per-Oso + per-segregation-of-duties + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-CFPB-UDAAP + per-FDA-21-CFR-Part-11-Part-117 + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-CCPA-CPRA + per-GDPR + per-PIPEDA + per-CASL + per-LGPD + per-DPDP + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-EU-AI-Act-Article-29-human-oversight + per-NIST-AI-RMF-MEASURE-2.10-2.11 + per-NIST-AI-RMF-MANAGE-3 + per-ISO-42001 + per-SOX-Section-302 + per-SOX-Section-404 + per-handoff-to-21-sibling-skills + per-per-override-canonical-audit-record + per-SOC-2-Type-II + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-FDD-retention.

Why per-vendor-Guardrails-AI-account-flat-guardrails-rule breaks at multi-location AI-agent override-learning scale

At 1-account-1-flat-guardrails-rule scale per-account per-flat-guardrails-rule primitive is enough. At multi-location AI-agent override-learning scale per-canonical-override-capture-spec + per-canonical-override-pattern-aggregation-spec + per-canonical-override-threshold-recalibration-spec + per-canonical-override-cross-skill-reverberation-spec + per-canonical-override-compliance-gate-spec + per-canonical-override-audit-trail.

Per-account-flat-guardrails-rule + per-override-capture-blind + per-pattern-aggregation-blind + per-statistical-significance-blind + per-effect-size-blind + per-threshold-recalibration-blind + per-cross-skill-reverberation-blind + per-compliance-gate-blind + per-multi-format-audit-trail-blind + per-FTC-substantiation-doctrine-blind + per-FTC-MARS-blind + per-FTC-AI-disclosure-blind + per-FTC-endorsement-guides-blind + per-CFPB-UDAAP-blind + per-FDA-21-CFR-Part-11-Part-117-blind + per-FDD-Item-12-Item-17-Item-19-blind + per-FINRA-2210-blind + per-SEC-Reg-S-K-blind + per-HIPAA-blind + per-CCPA-CPRA-blind + per-GDPR-blind + per-LGPD-blind + per-DPDP-blind + per-EU-AI-Act-Article-13-Article-14-Article-15-blind + per-EU-AI-Act-Article-29-human-oversight-blind + per-NIST-AI-RMF-MEASURE-2.10-2.11-blind + per-NIST-AI-RMF-MANAGE-3-blind + per-ISO-42001-blind + per-SOX-Section-302-blind + per-SOX-Section-404-blind + per-7-year-IRS-tax-retention-blind + per-7-year-FTC-substantiation-retention-blind + per-7-year-FDD-retention-blind.

The operator-side architecture above per-vendor-flat-guardrails-rule primitive is canonical-override-capture-spec + per-override-pattern-aggregation-spec + per-override-threshold-recalibration-spec + per-override-cross-skill-reverberation-spec + per-override-compliance-gate-spec + per-cross-skill-handoff + per-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-LLM-guardrails-content-moderation-vendor

Guardrails AI, NeMo Guardrails (NVIDIA), Llama Guard (Meta), Lakera Guard, Robust Intelligence, Aporia, Calypso AI, OpenAI Moderation, Perspective API (Google), Hive Moderation, Galileo, Patronus AI, Arthur Shield, Fiddler AI. Per-account per-flat-guardrails-rule primitive (binary ON/OFF rule; no override-feedback loop). Per-canonical-override-capture-canonical-override-pattern-aggregation-canonical-override-threshold-recalibration-canonical-override-cross-skill-reverberation-canonical-override-compliance-gate-canonical-override-audit-trail is not the primitive.

Per-platform per-ML-feedback-RLHF-vendor

Scale AI, Labelbox, Snorkel AI, Surge AI, Argilla, Toloka, Appen, iMerit, CloudFactory, Hugging Face Argilla. Per-account per-flat-annotation primitive (typically blind to per-override-routing-destination + per-override-rationale-tag + per-pattern-aggregation). Per-canonical-per-override-reviewer-identity-canonical-per-override-reviewer-role-canonical-per-override-original-routing-destination-canonical-per-override-resulting-routing-destination-canonical-per-override-pre-override-threshold-snapshot-canonical-per-override-pre-override-score-snapshot-canonical-per-override-rationale-free-text-canonical-per-override-structured-rationale-tag-canonical-per-override-timestamp-canonical-per-override-canonical-content-snapshot is not the primitive.

Per-platform per-feature-flag-canary-rollout-vendor

LaunchDarkly, Split.io, Optimizely, Statsig, GrowthBook, Flagsmith, ConfigCat, Unleash, AB Tasty, Eppo, Vercel Edge Config, Cloudflare Workers. Per-account per-flat-feature-flag primitive (typically blind to per-override-threshold-recalibration semantics). Per-canonical-per-override-threshold-recalibration-rule-canonical-per-override-threshold-recalibration-action-canonical-per-override-threshold-recalibration-scope-canonical-per-override-threshold-recalibration-shadow-mode-canonical-per-override-threshold-recalibration-canary-rollout-canonical-per-override-threshold-recalibration-rollback-canonical-per-override-threshold-recalibration-multi-stakeholder-approval-canonical-per-override-threshold-recalibration-PR-style-versioning is not the primitive.

Per-platform per-AI-observability-evaluation-vendor

LangSmith, Langfuse, Arize, WhyLabs, TruEra, Helicone, Comet, Weights & Biases, MLflow, Datadog LLM Observability, New Relic AI Monitoring. Per-account per-flat-trace primitive (typically blind to per-override-cross-skill-reverberation + per-statistical-significance + per-effect-size semantics). Per-canonical-per-override-pattern-by-reviewer-canonical-per-override-pattern-by-reviewer-role-canonical-per-override-pattern-by-banner-canonical-per-override-pattern-by-location-canonical-per-override-pattern-by-location-cluster-canonical-per-override-pattern-by-AI-agent-canonical-per-override-pattern-by-skill-canonical-per-override-pattern-by-routing-destination-canonical-per-override-pattern-by-structured-rationale-tag-canonical-per-override-pattern-statistical-significance-chi-square-Fisher-exact-Mann-Whitney-U-Wilcoxon-bootstrap-CI-canonical-per-override-pattern-effect-size-Cohen-d-Cohen-h-Cliff-delta-rank-biserial-canonical-per-override-pattern-cross-reviewer-agreement-Cohen-kappa-Fleiss-kappa-Krippendorff-alpha is not the primitive.

How the architecture is built

Per-portfolio per-banner per-location per-AI-agent per-canonical-override-pointer-substrate. Per-21-canonical-override canonical-override.
Per-portfolio per-canonical-override-capture-spec. Per-reviewer-identity + per-reviewer-role + per-original-routing-destination + per-resulting-routing-destination + per-pre-override-threshold-snapshot + per-pre-override-score-snapshot + per-rationale-free-text + per-18-structured-rationale-tag + per-timestamp + per-canonical-content-snapshot + per-override-confidence-tier + per-override-explainability canonical-capture.
Per-portfolio per-canonical-override-pattern-aggregation-spec. Per-5-trailing-window + per-13-pattern-dimension + per-frequency + per-frequency-trend + per-statistical-significance (chi-square + Fisher-exact + Mann-Whitney-U + Wilcoxon + bootstrap-CI) + per-effect-size (Cohen-d + Cohen-h + Cliff-delta + rank-biserial) + per-pattern-confidence-tier canonical-pattern.
Per-portfolio per-canonical-override-threshold-recalibration-spec. Per-recalibration-rule + per-23-recalibration-action + per-10-recalibration-scope + per-shadow-mode + per-6-stage-canary-rollout + per-rollback + per-multi-stakeholder-approval + per-PR-style-versioning + per-cross-reviewer-agreement (Cohen-kappa + Fleiss-kappa + Krippendorff-alpha) canonical-recalibration.
Per-portfolio per-canonical-override-cross-skill-reverberation-spec. Per-handoff-to-21-sibling-skill (brand-spec-authoring + brand-voice-management + forbidden-phrase-library + voice-attribute-extraction + brand-voice-drift-monitoring + claims-allowlist-substantiation + five-destination-routing + borderline-routing + multi-stakeholder-approval-routing + multi-dimensional-threshold-routing + tiered-content-filtering + auto-publish-threshold-gating + marketing-AI-autonomy-profile-configuration + nested-autonomy-profile-inheritance + routing-audit-trail + versioned-history-regulatory-defense + per-vertical-compliance-overlay + per-jurisdiction-compliance-multi-state + filtered-regulatory-change-monitoring) canonical-reverberation.
Per-portfolio per-canonical-override-compliance-gate-spec. Per-reviewer-authorization (RBAC + ABAC + OAuth-2.0 + OIDC + mTLS + SAML-SSO + API-key + JWT + OPA-Rego + AWS-Cedar + Casbin + Cerbos + Oso) + per-segregation-of-duties + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-CFPB-UDAAP + per-FDA-21-CFR-Part-11-Part-117 + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-CCPA-CPRA + per-GDPR + per-PIPEDA + per-CASL + per-LGPD + per-DPDP + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-EU-AI-Act-Article-29-human-oversight + per-NIST-AI-RMF-MEASURE-2.10-2.11 + per-NIST-AI-RMF-MANAGE-3 + per-ISO-42001 + per-SOX-Section-302 + per-SOX-Section-404 canonical-compliance.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-21-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-override-canonical-audit-record + per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-CFPB-UDAAP + per-FDA-21-CFR-Part-11-Part-117 + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-EU-AI-Act-Article-29-human-oversight + per-NIST-AI-RMF + per-ISO-42001 + per-SOX-Section-302-Section-404 + per-SOC-2-Type-II + per-immutable-WORM + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-FDD-retention canonical-audit.
Per-portfolio per-governance-decision-router-agent-canonical-bundle. Per-fbc-override-learning + per-five-destination-routing + per-borderline-routing + per-content-approval-workflow + per-multi-stakeholder-approval-routing + per-multi-dimensional-threshold-routing + per-ai-routing-decision-audit-trail + per-tiered-content-filtering + per-auto-publish-threshold-gating + per-routing-audit-trail + per-nested-autonomy-profile-inheritance + per-marketing-AI-autonomy-profile-configuration canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-per-override-capture-to-pattern-aggregation-to-statistical-significance-to-effect-size-to-threshold-recalibration-to-shadow-mode-to-canary-rollout-to-multi-stakeholder-approval-to-cross-skill-reverberation-to-compliance-gate-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-replay-spec + per-replay-trace + per-replay-decision + per-per-override-rewind canonical-replay.

Frequently asked questions

What is per-override-learning AI guardrails for multi-location AI agents?

Per-override-learning AI guardrails runs per-portfolio per-banner per-location per-AI-agent per-canonical-override-pointer (per-auto-publish-override + per-batch-review-override + per-send-to-FBC-override + per-escalate-to-team-lead-override + per-reject-with-feedback-override + per-brand-voice-score-override + per-sentiment-override + per-factual-confidence-override + per-reach-magnitude-override + per-compliance-confidence-override + per-routing-destination-override + per-threshold-override + per-explainer-override + per-claim-allowlist-override + per-evidence-chain-override + per-forbidden-phrase-override + per-required-phrase-override + per-channel-policy-override + per-audience-bound-override + per-jurisdiction-bound-override + per-canonical-override) + per-canonical-override-capture-spec + per-canonical-override-pattern-aggregation-spec + per-canonical-override-threshold-recalibration-spec + per-canonical-override-cross-skill-reverberation-spec + per-canonical-override-compliance-gate-spec + per-canonical-override-audit-trail + per-portfolio-audit-trail.

Why does per-vendor-Guardrails-AI-canonical-account-flat-guardrails-rule break at multi-location AI-agent override-learning scale?

Per-vendor-Guardrails-AI-canonical-account-flat-guardrails-rule ships per-account per-flat-guardrails-rule primitive — typically a rule is either ON or OFF, and rule edits happen via PR or YAML manual update with no override-feedback loop. Per-vendor-NeMo-Guardrails-canonical + per-Llama-Guard-canonical + per-Lakera-Guard-canonical + per-Robust-Intelligence-canonical + per-Aporia-canonical + per-Calypso-AI-canonical + per-OpenAI-Moderation-canonical + per-Perspective-API-canonical + per-Hive-canonical + per-Galileo-canonical + per-Patronus-AI-canonical + per-Arthur-Shield-canonical + per-Fiddler-AI-canonical-account-flat-guardrails-rule ship per-vendor per-native account-flat-guardrails-rule primitives. At 1-account-1-flat-guardrails-rule scale per-account per-flat-guardrails-rule primitive is enough. At multi-location AI-agent override-learning scale per-canonical-override-capture-spec + per-canonical-override-pattern-aggregation-spec + per-canonical-override-threshold-recalibration-spec + per-canonical-override-cross-skill-reverberation-spec + per-canonical-override-compliance-gate-spec + per-canonical-override-audit-trail.

How does per-override capture + per-override pattern-aggregation work?

Per-portfolio per-banner per-location per-AI-agent per-canonical-override-capture-spec runs per-portfolio per-canonical-per-override-reviewer-identity + per-canonical-per-override-reviewer-role (per-team-lead + per-legal + per-compliance + per-brand-lead + per-franchise-owner + per-DMO-director + per-CMO + per-fractional-CMO) + per-canonical-per-override-original-routing-destination (per-auto-publish + per-batch-review + per-send-to-FBC + per-escalate-to-team-lead + per-reject-with-feedback) + per-canonical-per-override-resulting-routing-destination + per-canonical-per-override-pre-override-threshold-snapshot + per-canonical-per-override-pre-override-score-snapshot (per-brand-voice-score + per-sentiment + per-factual-confidence + per-reach-magnitude + per-compliance-confidence) + per-canonical-per-override-rationale-free-text + per-canonical-per-override-structured-rationale-tag (per-brand-voice-too-strict + per-brand-voice-too-loose + per-sentiment-too-strict + per-sentiment-too-loose + per-factual-confidence-too-strict + per-factual-confidence-too-loose + per-reach-magnitude-miscalibrated + per-compliance-confidence-too-strict + per-compliance-confidence-too-loose + per-channel-policy-miscalibrated + per-audience-bound-miscalibrated + per-jurisdiction-bound-miscalibrated + per-claim-allowlist-miscalibrated + per-evidence-chain-miscalibrated + per-forbidden-phrase-miscalibrated + per-required-phrase-miscalibrated + per-explainer-quality-issue + per-other) + per-canonical-per-override-timestamp + per-canonical-per-override-canonical-content-snapshot + per-canonical-per-override-confidence-tier + per-canonical-per-override-explainability. Per-canonical-override-pattern-aggregation-spec runs per-portfolio per-canonical-per-pattern-window (per-trailing-24-hours + per-trailing-7-days + per-trailing-30-days + per-trailing-90-days + per-trailing-365-days) + per-canonical-per-pattern-by-reviewer + per-canonical-per-pattern-by-reviewer-role + per-canonical-per-pattern-by-banner + per-canonical-per-pattern-by-location + per-canonical-per-pattern-by-location-cluster + per-canonical-per-pattern-by-AI-agent + per-canonical-per-pattern-by-skill + per-canonical-per-pattern-by-routing-destination + per-canonical-per-pattern-by-structured-rationale-tag + per-canonical-per-pattern-by-vertical + per-canonical-per-pattern-by-channel + per-canonical-per-pattern-by-jurisdiction + per-canonical-per-pattern-by-audience + per-canonical-per-pattern-frequency + per-canonical-per-pattern-frequency-trend + per-canonical-per-pattern-statistical-significance (per-chi-square + per-Fisher-exact + per-Mann-Whitney-U + per-Wilcoxon-signed-rank + per-bootstrap-confidence-interval) + per-canonical-per-pattern-effect-size (per-Cohen-d + per-Cohen-h + per-Cliff-delta + per-rank-biserial-correlation) + per-canonical-per-pattern-confidence-tier + per-canonical-per-pattern-explainability.

What does per-override threshold-recalibration + per-override cross-skill-reverberation work?

Per-portfolio per-banner per-location per-AI-agent per-canonical-override-threshold-recalibration-spec runs per-portfolio per-canonical-per-threshold-recalibration-rule (per-statistical-significance-floor + per-effect-size-floor + per-frequency-floor + per-frequency-trend-direction + per-reviewer-seniority-weight + per-reviewer-role-weight + per-cross-reviewer-agreement-Cohen-kappa + per-Fleiss-kappa-multi-reviewer-agreement + per-Krippendorff-alpha-multi-reviewer-reliability) + per-canonical-per-threshold-recalibration-action (per-brand-voice-threshold-tighten + per-brand-voice-threshold-loosen + per-sentiment-threshold-tighten + per-sentiment-threshold-loosen + per-factual-confidence-threshold-tighten + per-factual-confidence-threshold-loosen + per-reach-magnitude-threshold-tighten + per-reach-magnitude-threshold-loosen + per-compliance-confidence-threshold-tighten + per-compliance-confidence-threshold-loosen + per-routing-destination-rule-edit + per-claim-allowlist-add + per-claim-allowlist-remove + per-evidence-chain-source-of-record-add + per-evidence-chain-source-of-record-remove + per-forbidden-phrase-add + per-forbidden-phrase-remove + per-required-phrase-add + per-required-phrase-remove + per-channel-policy-edit + per-audience-bound-edit + per-jurisdiction-bound-edit + per-explainer-rewrite) + per-canonical-per-threshold-recalibration-scope (per-portfolio-wide + per-banner-wide + per-location-wide + per-location-cluster-wide + per-AI-agent-wide + per-skill-wide + per-vertical-wide + per-channel-wide + per-jurisdiction-wide + per-audience-wide) + per-canonical-per-threshold-recalibration-shadow-mode + per-canonical-per-threshold-recalibration-canary-rollout (per-1-pct + per-5-pct + per-10-pct + per-25-pct + per-50-pct + per-100-pct) + per-canonical-per-threshold-recalibration-rollback + per-canonical-per-threshold-recalibration-multi-stakeholder-approval + per-canonical-per-threshold-recalibration-PR-style-versioning + per-canonical-per-threshold-recalibration-confidence-tier + per-canonical-per-threshold-recalibration-explainability. Per-canonical-override-cross-skill-reverberation-spec runs per-portfolio per-canonical-per-reverberation-handoff-to-brand-spec-authoring + per-canonical-per-reverberation-handoff-to-brand-voice-management + per-canonical-per-reverberation-handoff-to-forbidden-phrase-library + per-canonical-per-reverberation-handoff-to-voice-attribute-extraction + per-canonical-per-reverberation-handoff-to-brand-voice-drift-monitoring + per-canonical-per-reverberation-handoff-to-claims-allowlist-substantiation + per-canonical-per-reverberation-handoff-to-five-destination-routing + per-canonical-per-reverberation-handoff-to-borderline-routing + per-canonical-per-reverberation-handoff-to-multi-stakeholder-approval-routing + per-canonical-per-reverberation-handoff-to-multi-dimensional-threshold-routing + per-canonical-per-reverberation-handoff-to-tiered-content-filtering + per-canonical-per-reverberation-handoff-to-auto-publish-threshold-gating + per-canonical-per-reverberation-handoff-to-marketing-AI-autonomy-profile-configuration + per-canonical-per-reverberation-handoff-to-nested-autonomy-profile-inheritance + per-canonical-per-reverberation-handoff-to-routing-audit-trail + per-canonical-per-reverberation-handoff-to-versioned-history-regulatory-defense + per-canonical-per-reverberation-handoff-to-per-vertical-compliance-overlay + per-canonical-per-reverberation-handoff-to-per-jurisdiction-compliance-multi-state + per-canonical-per-reverberation-handoff-to-filtered-regulatory-change-monitoring + per-canonical-per-reverberation-confidence-tier + per-canonical-per-reverberation-explainability.

What does per-override compliance-gate + per-override cross-skill-handoff do?

Per-portfolio per-override per-canonical-compliance-gate-spec runs per-portfolio per-canonical-per-override-reviewer-authorization (per-RBAC-role + per-attribute-based-access-control-ABAC + per-OAuth-2.0 + per-OIDC + per-mTLS + per-SAML-SSO + per-API-key + per-JWT + per-OPA-Rego-policy-as-code + per-AWS-Cedar + per-Casbin + per-Cerbos + per-Oso) + per-canonical-per-override-segregation-of-duties (per-reviewer-cannot-also-be-content-author + per-reviewer-cannot-recalibrate-their-own-threshold-change + per-multi-stakeholder-approval-required-for-threshold-edit + per-multi-stakeholder-approval-required-for-allowlist-edit) + per-canonical-per-override-FTC-substantiation-doctrine + per-canonical-per-override-FTC-MARS + per-canonical-per-override-FTC-AI-disclosure + per-canonical-per-override-FTC-endorsement-guides + per-canonical-per-override-CFPB-UDAAP + per-canonical-per-override-FDA-21-CFR-Part-11-Part-117 + per-canonical-per-override-FDD-Item-12-Item-17-Item-19 + per-canonical-per-override-FINRA-2210 + per-canonical-per-override-SEC-Reg-S-K-forward-looking + per-canonical-per-override-HIPAA + per-canonical-per-override-CCPA-CPRA + per-canonical-per-override-GDPR + per-canonical-per-override-PIPEDA + per-canonical-per-override-CASL + per-canonical-per-override-LGPD + per-canonical-per-override-DPDP + per-canonical-per-override-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-per-override-EU-AI-Act-Article-29-human-oversight + per-canonical-per-override-NIST-AI-RMF-MEASURE-2.10-2.11 + per-canonical-per-override-NIST-AI-RMF-MANAGE-3 + per-canonical-per-override-ISO-42001-AI-management-system + per-canonical-per-override-SOX-Section-302-CEO-CFO-certification + per-canonical-per-override-SOX-Section-404-internal-control-attestation + per-canonical-per-override-compliance-confidence-tier + per-canonical-per-override-compliance-explainability. Per-canonical-per-override-cross-skill-handoff runs per-portfolio per-canonical-per-override-handoff-to-ai-agent-guardrails (parent commercial pillar at /ai-agent-guardrails) + per-canonical-per-override-handoff-to-governance-decision-router (parent agent) + per-canonical-per-override-handoff-to-ai-agent-governance (sibling commercial at /ai-agent-governance) + per-canonical-per-override-handoff-to-content-approval-workflow (sibling commercial at /content-approval-workflow) + per-canonical-per-override-handoff-to-multi-stakeholder-approval-routing (sibling commercial at /multi-stakeholder-approval-routing) + per-canonical-per-override-handoff-to-multi-dimensional-threshold-routing (sibling commercial at /multi-dimensional-threshold-routing) + per-canonical-per-override-handoff-to-ai-routing-decision-audit-trail (sibling commercial at /ai-routing-decision-audit-trail) + per-canonical-per-override-handoff-to-tiered-content-filtering (sibling commercial at /tiered-content-filtering) + per-canonical-per-override-handoff-to-auto-publish-threshold-gating (sibling commercial at /auto-publish-threshold-gating) + per-canonical-per-override-handoff-to-five-destination-routing-build-pillar (sibling build-pillar at /how-to-build-five-destination-routing-for-ai-decision-approval) + per-canonical-per-override-handoff-to-borderline-routing-build-pillar (sibling build-pillar at /how-to-build-borderline-routing-for-ai-outputs) + per-canonical-per-override-handoff-to-routing-audit-trail-build-pillar (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-override-handoff-to-marketing-AI-autonomy-profile-configuration-build-pillar (sibling build-pillar at /how-to-build-marketing-ai-autonomy-profile-configuration-end-to-end) + per-canonical-per-override-handoff-to-nested-autonomy-profile-inheritance-build-pillar (sibling build-pillar at /how-to-build-nested-autonomy-profile-inheritance-for-ai-governance) + per-canonical-per-override-handoff-to-versioned-history-regulatory-defense-build-pillar (sibling build-pillar at /how-to-build-versioned-history-regulatory-defense-for-multi-location-operators) + per-canonical-per-override-handoff-to-claims-allowlist-substantiation-build-pillar (sibling build-pillar at /how-to-build-claims-allowlist-substantiation-for-ai-generated-marketing) + per-canonical-per-override-handoff-to-pr-style-brand-spec-versioning-build-pillar (sibling build-pillar at /how-to-build-pr-style-brand-spec-versioning) + per-canonical-per-override-handoff-to-multi-stream-severity-routing-build-pillar (sibling build-pillar at /how-to-build-multi-stream-severity-routing-for-anomaly-detection-and-compliance-ops) + per-canonical-per-override-handoff-to-brand-voice-management + per-canonical-per-override-handoff-to-forbidden-phrase-library + per-canonical-per-override-handoff-to-claims-substantiation.

What does per-override audit-trail + per-governance-decision-router-agent-canonical-bundle do?

Per-portfolio per-override per-canonical-audit-trail runs per-portfolio per-canonical-per-override-canonical-audit-record (per-override-ID + per-banner-pointer + per-location-pointer + per-AI-agent-pointer + per-skill-pointer + per-21-canonical-override-type-snapshot + per-reviewer-identity-snapshot + per-reviewer-role-snapshot + per-original-routing-destination-snapshot + per-resulting-routing-destination-snapshot + per-pre-override-threshold-snapshot + per-pre-override-brand-voice-score-snapshot + per-pre-override-sentiment-snapshot + per-pre-override-factual-confidence-snapshot + per-pre-override-reach-magnitude-snapshot + per-pre-override-compliance-confidence-snapshot + per-rationale-free-text-snapshot + per-18-structured-rationale-tag-snapshot + per-override-timestamp-snapshot + per-canonical-content-snapshot + per-override-confidence-tier-snapshot + per-pattern-window-snapshot + per-pattern-by-reviewer-snapshot + per-pattern-by-reviewer-role-snapshot + per-pattern-by-banner-snapshot + per-pattern-by-location-snapshot + per-pattern-by-location-cluster-snapshot + per-pattern-by-AI-agent-snapshot + per-pattern-by-skill-snapshot + per-pattern-by-routing-destination-snapshot + per-pattern-by-rationale-tag-snapshot + per-pattern-by-vertical-snapshot + per-pattern-by-channel-snapshot + per-pattern-by-jurisdiction-snapshot + per-pattern-by-audience-snapshot + per-pattern-frequency-snapshot + per-pattern-frequency-trend-snapshot + per-pattern-statistical-significance-snapshot (chi-square + Fisher-exact + Mann-Whitney-U + Wilcoxon + bootstrap-CI) + per-pattern-effect-size-snapshot (Cohen-d + Cohen-h + Cliff-delta + rank-biserial) + per-threshold-recalibration-rule-snapshot + per-threshold-recalibration-action-snapshot + per-threshold-recalibration-scope-snapshot + per-threshold-recalibration-shadow-mode-snapshot + per-threshold-recalibration-canary-rollout-snapshot + per-threshold-recalibration-rollback-snapshot + per-threshold-recalibration-multi-stakeholder-approval-snapshot + per-threshold-recalibration-PR-style-versioning-snapshot + per-cross-reviewer-agreement-Cohen-kappa-Fleiss-kappa-Krippendorff-alpha-snapshot + per-reverberation-handoff-to-21-sibling-skill-snapshot + per-reviewer-authorization-RBAC-ABAC-OAuth-OIDC-mTLS-SAML-API-key-JWT-OPA-Cedar-Casbin-Cerbos-Oso-snapshot + per-segregation-of-duties-snapshot + per-FTC-substantiation-doctrine-snapshot + per-FTC-MARS-snapshot + per-FTC-AI-disclosure-snapshot + per-FTC-endorsement-guides-snapshot + per-CFPB-UDAAP-snapshot + per-FDA-21-CFR-Part-11-Part-117-snapshot + per-FDD-Item-12-Item-17-Item-19-snapshot + per-FINRA-2210-snapshot + per-SEC-Reg-S-K-snapshot + per-HIPAA-snapshot + per-CCPA-CPRA-snapshot + per-GDPR-snapshot + per-PIPEDA-snapshot + per-CASL-snapshot + per-LGPD-snapshot + per-DPDP-snapshot + per-EU-AI-Act-Article-13-Article-14-Article-15-snapshot + per-EU-AI-Act-Article-29-human-oversight-snapshot + per-NIST-AI-RMF-MEASURE-2.10-2.11-snapshot + per-NIST-AI-RMF-MANAGE-3-snapshot + per-ISO-42001-snapshot + per-SOX-Section-302-snapshot + per-SOX-Section-404-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-canonical-audit-record) + per-canonical-FTC-substantiation-doctrine + per-canonical-FTC-MARS + per-canonical-FTC-AI-disclosure + per-canonical-FTC-endorsement-guides + per-canonical-CFPB-UDAAP + per-canonical-FDA-21-CFR-Part-11-Part-117 + per-canonical-FDD-Item-12-Item-17-Item-19 + per-canonical-FINRA-2210 + per-canonical-SEC-Reg-S-K + per-canonical-HIPAA + per-canonical-CCPA-CPRA-DSAR + per-canonical-GDPR-DPIA + per-canonical-LGPD-ANPD + per-canonical-DPDP-India + per-canonical-PIPEDA-OPC + per-canonical-CASL-CRTC + per-canonical-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-EU-AI-Act-Article-29-human-oversight + per-canonical-NIST-AI-RMF-MEASURE-MANAGE + per-canonical-ISO-42001-AI-management-system + per-canonical-SOX-Section-302-Section-404 + per-canonical-SOC-2-Type-II + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-7-year-FTC-substantiation-retention + per-canonical-7-year-FDD-retention. Per-governance-decision-router-agent-canonical-bundle integrates the fbc-override-learning skill with sibling skills on the same governance-decision-router agent: per-canonical-fbc-override-learning (this skill) + per-canonical-five-destination-routing + per-canonical-borderline-routing + per-canonical-content-approval-workflow + per-canonical-multi-stakeholder-approval-routing + per-canonical-multi-dimensional-threshold-routing + per-canonical-ai-routing-decision-audit-trail + per-canonical-tiered-content-filtering + per-canonical-auto-publish-threshold-gating + per-canonical-routing-audit-trail + per-canonical-nested-autonomy-profile-inheritance + per-canonical-marketing-AI-autonomy-profile-configuration. Per-canonical-end-to-end-SLA runs per-canonical-per-override-capture-to-pattern-aggregation-to-statistical-significance-to-effect-size-to-threshold-recalibration-to-shadow-mode-to-canary-rollout-to-multi-stakeholder-approval-to-cross-skill-reverberation-to-compliance-gate-SLA canonical-SLA.

Engage the governance-decision-router agent

Per-portfolio per-banner per-location per-AI-agent per-canonical-override-pointer + per-canonical-override-capture-spec + per-canonical-override-pattern-aggregation-spec + per-canonical-override-threshold-recalibration-spec + per-canonical-override-cross-skill-reverberation-spec + per-canonical-override-compliance-gate-spec + per-canonical-override-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-LLM-guardrails-content-moderation-vendor + per-ML-feedback-RLHF-vendor + per-feature-flag-canary-rollout-vendor + per-AI-observability-evaluation-vendor primitive.

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