Data-layer swarm · Governance-Decision-Router Agent · Multi-dimensional-threshold-routing skill · Build pillar · Published August 3, 2026

How to build multi-dimensional threshold routing for AI-decision pipelines

Q: What is multi-dimensional threshold routing for AI-decision pipelines?

Multi-dimensional threshold routing runs per-portfolio per-banner per-location per-AI-agent per-output per-canonical-dimension-pointer (per-brand-voice-score + per-sentiment-score + per-factual-confidence-score + per-claim-substantiation-score + per-reach-magnitude-score + per-compliance-confidence-score + per-empathy-tone-score + per-de-escalation-score + per-PII-leak-risk-score + per-PHI-leak-risk-score + per-hallucination-detection-score + per-LLM-self-disclosure-score + per-prompt-injection-detection-score + per-jailbreak-detection-score + per-toxicity-score + per-profanity-score + per-discrimination-score + per-harassment-score + per-violence-score + per-self-harm-score + per-sexual-content-score + per-graphic-content-score + per-hate-symbol-score + per-legal-threat-score + per-PR-crisis-trigger-score + per-FTC-substantiation-doctrine-confidence + per-FTC-MARS-confidence + per-FTC-AI-disclosure-confidence + per-FTC-endorsement-guides-confidence + per-FTC-Made-in-USA-confidence + per-FTC-Negative-Option-ROSCA-confidence + per-FDA-21-CFR-Part-101-confidence + per-FDA-DSHEA-confidence + per-FDA-medical-device-confidence + per-CFPB-UDAAP-confidence + per-FDD-Item-19-FPR-confidence + per-FINRA-2210-confidence + per-SEC-Reg-S-K-confidence + per-HIPAA-PHI-confidence + per-EU-AI-Act-Article-50-confidence + per-EU-AI-Act-Article-13-Article-14-Article-15-confidence + per-NIST-AI-RMF-confidence + per-ISO-42001-confidence + per-canonical-dimension) + per-canonical-threshold-definition-spec + per-canonical-aggregation-resolver-spec + per-canonical-threshold-composition-engine + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail.

Q: Why does per-vendor-Guardrails-AI-canonical-account-flat-single-threshold break at multi-dimensional AI-output threshold-routing scale?

Per-vendor-Guardrails-AI-canonical-account-flat-single-threshold ships per-account per-flat-single-threshold primitive — typically a single confidence cutoff or binary pass/fail per rule, applied uniformly across all outputs with no per-dimension composition, no per-output aggregation strategy, no per-jurisdiction per-vertical per-banner per-location per-AI-agent threshold differentiation, no per-output audit trail with regulatory-defense retention. Per-vendor-NeMo-Guardrails + Llama-Guard + Lakera-Guard + Robust-Intelligence + Aporia + Calypso-AI + OpenAI-Moderation + Perspective-API + Hive + Galileo + Patronus-AI + Arthur-Shield + Fiddler-AI-canonical-account-flat-single-threshold ship per-vendor per-native account-flat-single-threshold primitives. At 1-account-1-flat-single-threshold scale per-account per-flat-single-threshold primitive is enough. At multi-dimensional AI-output threshold-routing scale per-canonical-dimension-pointer + per-canonical-threshold-definition-spec + per-canonical-aggregation-resolver-spec + per-canonical-threshold-composition-engine + per-canonical-compliance-gate-spec + per-canonical-audit-trail.

This guide explains how to architect the multi-dimensional-threshold-routing skill on the governance-decision-router agent end-to-end at multi-dimensional AI-output threshold-routing scale: per-portfolio per-banner per-location per-AI-agent per-output per-canonical-dimension-pointer + per-canonical-threshold-definition-spec + per-canonical-aggregation-resolver-spec + per-canonical-threshold-composition-engine + per-canonical-compliance-gate-spec + per-canonical-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-output per-canonical-dimension-pointer across 42 canonical-dimension types — per-brand-voice + per-sentiment + per-factual-confidence + per-claim-substantiation + per-reach-magnitude + per-compliance-confidence + per-empathy-tone + per-de-escalation + per-PII-leak-risk + per-PHI-leak-risk + per-hallucination-detection + per-LLM-self-disclosure + per-prompt-injection-detection + per-jailbreak-detection + per-toxicity + per-profanity + per-discrimination + per-harassment + per-violence + per-self-harm + per-sexual-content + per-graphic-content + per-hate-symbol + per-legal-threat + per-PR-crisis-trigger + per-17-regulatory-confidence-dimensions (FTC substantiation/MARS/AI-disclosure/endorsement/Made-in-USA/Negative-Option-ROSCA + FDA 21 CFR Part 101 + FDA DSHEA + FDA medical device + CFPB UDAAP + FDD Item-19 FPR + FINRA 2210 + SEC Reg S-K + HIPAA PHI + EU AI Act 50/13/14/15 + NIST AI RMF + ISO 42001).
Per-canonical-threshold-definition-spec— per-threshold-value + per-6-direction (> + >= + < + <= + within-range + outside-range) + per-confidence-interval + per-13-derivation-mode (static + per-banner + per-location + per-cluster + per-vertical + per-jurisdiction + per-language + per-audience + per-channel + per-time-of-day + per-day-of-week + per-seasonality + per-event-context) + per-5-calibration-method (Platt + isotonic + temperature + quantile-mapping + conformal-prediction) + per-version + per-PR-style-review + per-9-role-multi-stakeholder-approval + per-threshold-confidence-tier + per-threshold-explainability.
Per-canonical-aggregation-resolver-spec — per-AND + per-OR + per-NAND + per-NOR + per-XOR + per-K-of-N (2-of-3 + 3-of-5 + N-of-M) + per-weighted-sum + per-min + per-max + per-percentile + per-Bayesian-posterior + per-Dempster-Shafer-evidence-combination + per-fuzzy-logic + per-rank-aggregation-Borda-Condorcet + per-multi-LLM-as-judge + per-aggregation-confidence-tier + per-aggregation-explainability.
Per-canonical-threshold-composition-engine + per-canonical-compliance-gate-spec — per-7-composed-routing-destination (auto-publish + batch-review + send-to-FBC + escalate-to-team-lead + escalate-to-legal + escalate-to-PR + reject-with-feedback) + per-composed-routing-priority + per-4-precedence-rule (most-restrictive-wins + most-permissive-wins + weighted-priority + multi-stakeholder-tiebreak) + per-escalation-timer + per-fallback-action + per-6-stage-canary-rollout + per-shadow-mode + per-rollback + per-multi-stakeholder-approval + per-composed-routing-confidence-tier + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Negative-Option-ROSCA + per-FTC-MAP + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101 + per-FDA-DSHEA + per-FDA-medical-device + per-HIPAA + per-FCRA + per-ECOA-Reg-B + per-Fair-Housing-Act + per-GLBA + per-Lanham + per-state-defamation + per-state-anti-SLAPP + per-state-UDTPA + per-state-FRR + per-Robinson-Patman + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-SOX-Section-302 + per-SOX-Section-404 + per-CCPA-CPRA + per-GDPR-Article-22-automated-decision-profiling + per-LGPD + per-DPDP + per-PIPEDA + per-CASL + per-COPPA + per-EU-AI-Act-Article-29-human-oversight + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF-MEASURE-MANAGE + per-ISO-42001 + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-compliance-confidence-tier.
Per-canonical-cross-skill-handoff + per-canonical-audit-trail — per-handoff-to-27-sibling-skills + per-per-output-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 + per-7-year-HIPAA-medical-record-retention.

Why per-vendor-Guardrails-AI-account-flat-single-threshold breaks at multi-dimensional AI-output threshold-routing scale

At 1-account-1-flat-single-threshold scale per-account per-flat-single-threshold primitive is enough. At multi-dimensional AI-output threshold-routing scale per-canonical-dimension-pointer + per-canonical-threshold-definition-spec + per-canonical-aggregation-resolver-spec + per-canonical-threshold-composition-engine + per-canonical-compliance-gate-spec + per-canonical-audit-trail.

Per-account-flat-single-threshold + per-dimension-catalog-blind + per-threshold-definition-blind + per-derivation-mode-blind + per-calibration-blind + per-aggregation-resolver-blind + per-threshold-composition-engine-blind + per-precedence-rule-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-FTC-Negative-Option-ROSCA-blind + per-FTC-MAP-blind + per-CFPB-UDAAP-blind + per-FDA-21-CFR-Part-101-blind + per-FDA-DSHEA-blind + per-FDA-medical-device-blind + per-HIPAA-blind + per-FCRA-blind + per-ECOA-Reg-B-blind + per-Fair-Housing-Act-blind + per-GLBA-blind + per-Lanham-blind + per-state-defamation-blind + per-state-anti-SLAPP-blind + per-state-FRR-blind + per-Robinson-Patman-blind + per-FDD-Item-12-Item-17-Item-19-blind + per-FINRA-2210-blind + per-SEC-Reg-S-K-blind + per-SOX-Section-302-Section-404-blind + per-CCPA-CPRA-blind + per-GDPR-Article-22-blind + per-EU-AI-Act-Article-29-blind + per-EU-AI-Act-Article-50-blind + per-EU-AI-Act-Article-13-Article-14-Article-15-blind + per-NIST-AI-RMF-blind + per-ISO-42001-blind + per-7-year-IRS-tax-retention-blind + per-7-year-FTC-substantiation-retention-blind + per-7-year-FDD-retention-blind + per-7-year-HIPAA-medical-record-retention-blind.

The operator-side architecture above per-vendor-flat-single-threshold primitive is canonical-dimension-pointer + per-threshold-definition-spec + per-aggregation-resolver-spec + per-threshold-composition-engine + per-compliance-gate-spec + per-cross-skill-handoff + per-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-LLM-guardrails-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, Azure AI Content Safety, AWS Comprehend. Per-account per-flat-single-threshold primitive (single confidence cutoff or binary pass/fail per rule). Per-canonical-dimension-pointer-canonical-threshold-definition-canonical-aggregation-resolver-canonical-threshold-composition-engine-canonical-compliance-gate-canonical-audit-trail 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, Patronus AI. Per-account per-flat-evaluation primitive (typically blind to per-output per-banner per-location per-jurisdiction threshold-derivation-mode semantics). Per-canonical-per-dimension-threshold-value-canonical-per-dimension-threshold-direction-canonical-per-dimension-threshold-confidence-interval-canonical-per-dimension-threshold-derivation-canonical-per-dimension-threshold-calibration-canonical-per-dimension-threshold-version-canonical-per-dimension-threshold-PR-style-review-canonical-per-dimension-threshold-multi-stakeholder-approval is not the primitive.

Per-platform per-policy-engine-vendor

OPA (Open Policy Agent), AWS Cedar, Casbin, Cerbos, Oso, Permit.io, Aserto, Styra, Auth0 FGA, Google Zanzibar. Per-account per-flat-policy-rule primitive (typically blind to per-output per-dimension Bayesian-posterior + Dempster-Shafer + fuzzy-logic + Borda/Condorcet aggregation semantics). Per-canonical-per-output-AND-aggregation-canonical-per-output-OR-aggregation-canonical-per-output-NAND-aggregation-canonical-per-output-NOR-aggregation-canonical-per-output-XOR-aggregation-canonical-per-output-K-of-N-aggregation-canonical-per-output-weighted-sum-aggregation-canonical-per-output-min-aggregation-canonical-per-output-max-aggregation-canonical-per-output-percentile-aggregation-canonical-per-output-Bayesian-posterior-aggregation-canonical-per-output-Dempster-Shafer-evidence-combination-canonical-per-output-fuzzy-logic-aggregation-canonical-per-output-rank-aggregation-Borda-Condorcet-canonical-per-output-multi-LLM-as-judge-aggregation is not the primitive.

Per-platform per-feature-flag-canary-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-output per-dimension threshold-composition + per-precedence-rule semantics). Per-canonical-per-output-composed-routing-decision-canonical-per-output-composed-routing-priority-canonical-per-output-composed-routing-precedence-canonical-per-output-composed-routing-escalation-timer-canonical-per-output-composed-routing-fallback-action-canonical-per-output-composed-routing-canary-rollout-canonical-per-output-composed-routing-shadow-mode-canonical-per-output-composed-routing-rollback-canonical-per-output-composed-routing-multi-stakeholder-approval is not the primitive.

How the architecture is built

Per-portfolio per-banner per-location per-AI-agent per-output per-canonical-dimension-pointer-substrate. Per-42-canonical-dimension canonical-dimension.
Per-portfolio per-canonical-threshold-definition-spec. Per-threshold-value + per-6-direction + per-confidence-interval + per-13-derivation-mode + per-5-calibration-method + per-version + per-PR-style-review + per-9-role-multi-stakeholder-approval + per-threshold-confidence-tier canonical-threshold-definition.
Per-portfolio per-canonical-aggregation-resolver-spec. Per-AND + per-OR + per-NAND + per-NOR + per-XOR + per-K-of-N + per-weighted-sum + per-min + per-max + per-percentile + per-Bayesian-posterior + per-Dempster-Shafer + per-fuzzy-logic + per-rank-aggregation + per-multi-LLM-as-judge + per-aggregation-confidence-tier canonical-aggregation.
Per-portfolio per-canonical-threshold-composition-engine. Per-7-composed-routing-destination + per-composed-routing-priority + per-4-precedence-rule + per-escalation-timer + per-fallback-action + per-6-stage-canary-rollout + per-shadow-mode + per-rollback + per-multi-stakeholder-approval + per-composed-routing-confidence-tier canonical-composition.
Per-portfolio per-canonical-compliance-gate-spec. Per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Negative-Option-ROSCA + per-FTC-MAP + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101 + per-FDA-DSHEA + per-FDA-medical-device + per-HIPAA + per-FCRA + per-ECOA-Reg-B + per-Fair-Housing-Act + per-GLBA + per-Lanham + per-state-defamation + per-state-anti-SLAPP + per-state-UDTPA + per-state-FRR + per-Robinson-Patman + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-SOX-Section-302 + per-SOX-Section-404 + per-CCPA-CPRA + per-GDPR-Article-22 + per-LGPD + per-DPDP + per-PIPEDA + per-CASL + per-COPPA + per-EU-AI-Act-Article-29-human-oversight + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF-MEASURE-MANAGE + per-ISO-42001 + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code canonical-compliance.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-27-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-output-canonical-audit-record + per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Negative-Option-ROSCA + per-FTC-MAP + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101-Part-202 + per-FDA-DSHEA + per-FDA-medical-device + per-HIPAA-PHI + per-FCRA + per-ECOA-Reg-B + per-Fair-Housing-Act + per-GLBA + per-Lanham + per-state-defamation + per-state-anti-SLAPP + per-state-FRR + per-Robinson-Patman + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-SOX-Section-302-Section-404 + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-GDPR-Article-22 + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-COPPA + per-EU-AI-Act-Article-29-human-oversight + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF-MEASURE-MANAGE + per-ISO-42001 + 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 + per-7-year-HIPAA-medical-record-retention canonical-audit.
Per-portfolio per-governance-decision-router-agent-canonical-bundle. Per-multi-dimensional-threshold-routing + per-five-destination-routing + per-borderline-routing + per-fbc-override-learning + per-content-approval-workflow + per-multi-stakeholder-approval-routing + per-tiered-content-filtering + per-auto-publish-threshold-gating + per-severity-routing + per-ai-routing-decision-audit-trail + 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-output-dimension-scoring-resolve-to-threshold-definition-resolve-to-aggregation-resolver-to-threshold-composition-engine-to-compliance-gate-to-multi-stakeholder-approval-to-canary-rollout-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-dimension-scoring-rewind + per-threshold-definition-rewind + per-aggregation-resolver-rewind + per-threshold-composition-engine-rewind + per-compliance-gate-rewind + per-canary-rollout-rewind + per-multi-stakeholder-approval-rewind + per-replay-confidence-tier + per-replay-explainability canonical-replay.

Frequently asked questions

What is multi-dimensional threshold routing for AI-decision pipelines?

Multi-dimensional threshold routing runs per-portfolio per-banner per-location per-AI-agent per-output per-canonical-dimension-pointer (per-brand-voice-score + per-sentiment-score + per-factual-confidence-score + per-claim-substantiation-score + per-reach-magnitude-score + per-compliance-confidence-score + per-empathy-tone-score + per-de-escalation-score + per-PII-leak-risk-score + per-PHI-leak-risk-score + per-hallucination-detection-score + per-LLM-self-disclosure-score + per-prompt-injection-detection-score + per-jailbreak-detection-score + per-toxicity-score + per-profanity-score + per-discrimination-score + per-harassment-score + per-violence-score + per-self-harm-score + per-sexual-content-score + per-graphic-content-score + per-hate-symbol-score + per-legal-threat-score + per-PR-crisis-trigger-score + per-FTC-substantiation-doctrine-confidence + per-FTC-MARS-confidence + per-FTC-AI-disclosure-confidence + per-FTC-endorsement-guides-confidence + per-FTC-Made-in-USA-confidence + per-FTC-Negative-Option-ROSCA-confidence + per-FDA-21-CFR-Part-101-confidence + per-FDA-DSHEA-confidence + per-FDA-medical-device-confidence + per-CFPB-UDAAP-confidence + per-FDD-Item-19-FPR-confidence + per-FINRA-2210-confidence + per-SEC-Reg-S-K-confidence + per-HIPAA-PHI-confidence + per-EU-AI-Act-Article-50-confidence + per-EU-AI-Act-Article-13-Article-14-Article-15-confidence + per-NIST-AI-RMF-confidence + per-ISO-42001-confidence + per-canonical-dimension) + per-canonical-threshold-definition-spec + per-canonical-aggregation-resolver-spec + per-canonical-threshold-composition-engine + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail.

Why does per-vendor-Guardrails-AI-canonical-account-flat-single-threshold break at multi-dimensional AI-output threshold-routing scale?

Per-vendor-Guardrails-AI-canonical-account-flat-single-threshold ships per-account per-flat-single-threshold primitive — typically a single confidence cutoff or binary pass/fail per rule, applied uniformly across all outputs with no per-dimension composition, no per-output aggregation strategy, no per-jurisdiction per-vertical per-banner per-location per-AI-agent threshold differentiation, no per-output audit trail with regulatory-defense retention. Per-vendor-NeMo-Guardrails + Llama-Guard + Lakera-Guard + Robust-Intelligence + Aporia + Calypso-AI + OpenAI-Moderation + Perspective-API + Hive + Galileo + Patronus-AI + Arthur-Shield + Fiddler-AI-canonical-account-flat-single-threshold ship per-vendor per-native account-flat-single-threshold primitives. At 1-account-1-flat-single-threshold scale per-account per-flat-single-threshold primitive is enough. At multi-dimensional AI-output threshold-routing scale per-canonical-dimension-pointer + per-canonical-threshold-definition-spec + per-canonical-aggregation-resolver-spec + per-canonical-threshold-composition-engine + per-canonical-compliance-gate-spec + per-canonical-audit-trail.

How does per-dimension threshold-definition + per-output aggregation-resolver work?

Per-portfolio per-banner per-location per-AI-agent per-output per-canonical-threshold-definition-spec runs per-portfolio per-canonical-per-dimension-threshold-value + per-canonical-per-dimension-threshold-direction (per-greater-than + per-greater-than-or-equal + per-less-than + per-less-than-or-equal + per-within-range + per-outside-range) + per-canonical-per-dimension-threshold-confidence-interval + per-canonical-per-dimension-threshold-derivation (per-static + per-per-banner + per-per-location + per-per-location-cluster + per-per-vertical + per-per-jurisdiction + per-per-language + per-per-audience + per-per-channel + per-per-time-of-day + per-per-day-of-week + per-per-seasonality + per-per-event-context) + per-canonical-per-dimension-threshold-calibration (per-Platt-scaling + per-isotonic-regression + per-temperature-scaling + per-quantile-mapping + per-conformal-prediction) + per-canonical-per-dimension-threshold-version + per-canonical-per-dimension-threshold-PR-style-review + per-canonical-per-dimension-threshold-multi-stakeholder-approval (per-brand-lead + per-legal + per-compliance + per-franchise-owner + per-DMO-director + per-CMO + per-fractional-CMO + per-general-counsel + per-outside-counsel) + per-canonical-per-dimension-threshold-confidence-tier + per-canonical-per-dimension-threshold-explainability. Per-canonical-aggregation-resolver-spec runs per-portfolio per-canonical-per-output-AND-aggregation + per-canonical-per-output-OR-aggregation + per-canonical-per-output-NAND-aggregation + per-canonical-per-output-NOR-aggregation + per-canonical-per-output-XOR-aggregation + per-canonical-per-output-K-of-N-aggregation (per-2-of-3 + per-3-of-5 + per-N-of-M) + per-canonical-per-output-weighted-sum-aggregation + per-canonical-per-output-min-aggregation + per-canonical-per-output-max-aggregation + per-canonical-per-output-percentile-aggregation + per-canonical-per-output-Bayesian-posterior-aggregation + per-canonical-per-output-Dempster-Shafer-evidence-combination + per-canonical-per-output-fuzzy-logic-aggregation + per-canonical-per-output-rank-aggregation-Borda-Condorcet + per-canonical-per-output-multi-LLM-as-judge-aggregation + per-canonical-per-output-aggregation-confidence-tier + per-canonical-per-output-aggregation-explainability + per-canonical-per-output-aggregation-handoff-to-five-destination-routing-build-pillar (sibling build-pillar at /how-to-build-five-destination-routing-for-ai-decision-approval).

What does per-output threshold-composition-engine + per-output compliance-gate work?

Per-portfolio per-banner per-location per-AI-agent per-output per-canonical-threshold-composition-engine runs per-portfolio per-canonical-per-output-composed-routing-decision (per-auto-publish-route + per-batch-review-route + per-send-to-FBC-route + per-escalate-to-team-lead-route + per-escalate-to-legal-route + per-escalate-to-PR-route + per-reject-with-feedback-route) + per-canonical-per-output-composed-routing-priority + per-canonical-per-output-composed-routing-precedence (per-most-restrictive-dimension-wins + per-most-permissive-dimension-wins + per-weighted-priority + per-multi-stakeholder-tiebreak) + per-canonical-per-output-composed-routing-escalation-timer + per-canonical-per-output-composed-routing-fallback-action + per-canonical-per-output-composed-routing-canary-rollout (per-1-pct + per-5-pct + per-10-pct + per-25-pct + per-50-pct + per-100-pct) + per-canonical-per-output-composed-routing-shadow-mode + per-canonical-per-output-composed-routing-rollback + per-canonical-per-output-composed-routing-multi-stakeholder-approval + per-canonical-per-output-composed-routing-handoff-to-fbc-override-learning-build-pillar (sibling build-pillar at /how-to-build-override-learning-ai-guardrails-for-multi-location-agents) + per-canonical-per-output-composed-routing-confidence-tier + per-canonical-per-output-composed-routing-explainability. Per-canonical-compliance-gate-spec runs per-portfolio per-canonical-per-output-FTC-substantiation-doctrine + per-canonical-per-output-FTC-MARS + per-canonical-per-output-FTC-AI-disclosure + per-canonical-per-output-FTC-endorsement-guides + per-canonical-per-output-FTC-Made-in-USA + per-canonical-per-output-FTC-Negative-Option-ROSCA + per-canonical-per-output-FTC-MAP + per-canonical-per-output-CFPB-UDAAP + per-canonical-per-output-FDA-21-CFR-Part-101 + per-canonical-per-output-FDA-DSHEA + per-canonical-per-output-FDA-medical-device + per-canonical-per-output-HIPAA + per-canonical-per-output-FCRA + per-canonical-per-output-ECOA-Reg-B + per-canonical-per-output-Fair-Housing-Act + per-canonical-per-output-GLBA + per-canonical-per-output-Lanham + per-canonical-per-output-state-defamation + per-canonical-per-output-state-anti-SLAPP + per-canonical-per-output-state-UDTPA + per-canonical-per-output-state-FRR + per-canonical-per-output-Robinson-Patman + per-canonical-per-output-FDD-Item-12-Item-17-Item-19 + per-canonical-per-output-FINRA-2210 + per-canonical-per-output-SEC-Reg-S-K + per-canonical-per-output-SOX-Section-302-CEO-CFO-certification + per-canonical-per-output-SOX-Section-404 + per-canonical-per-output-CCPA-CPRA + per-canonical-per-output-GDPR-Article-22-automated-decision-profiling + per-canonical-per-output-LGPD + per-canonical-per-output-DPDP + per-canonical-per-output-PIPEDA + per-canonical-per-output-CASL + per-canonical-per-output-COPPA + per-canonical-per-output-EU-AI-Act-Article-29-human-oversight + per-canonical-per-output-EU-AI-Act-Article-50 + per-canonical-per-output-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-per-output-NIST-AI-RMF-MEASURE-MANAGE + per-canonical-per-output-ISO-42001 + per-canonical-per-output-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-output-compliance-confidence-tier + per-canonical-per-output-compliance-explainability.

What does per-output cross-skill-handoff + per-governance-decision-router-agent-canonical-bundle do?

Per-portfolio per-output per-canonical-per-output-cross-skill-handoff runs per-portfolio per-canonical-per-output-handoff-to-multi-dimensional-threshold-routing (parent commercial pillar at /multi-dimensional-threshold-routing) + per-canonical-per-output-handoff-to-governance-decision-router (parent agent) + per-canonical-per-output-handoff-to-five-destination-routing-build-pillar (sibling build-pillar at /how-to-build-five-destination-routing-for-ai-decision-approval) + per-canonical-per-output-handoff-to-borderline-routing-build-pillar (sibling build-pillar at /how-to-build-borderline-routing-for-ai-outputs) + per-canonical-per-output-handoff-to-fbc-override-learning-build-pillar (sibling build-pillar at /how-to-build-override-learning-ai-guardrails-for-multi-location-agents) + per-canonical-per-output-handoff-to-content-approval-workflow (sibling commercial at /content-approval-workflow) + per-canonical-per-output-handoff-to-multi-stakeholder-approval-routing (sibling commercial at /multi-stakeholder-approval-routing) + per-canonical-per-output-handoff-to-tiered-content-filtering (sibling commercial at /tiered-content-filtering) + per-canonical-per-output-handoff-to-auto-publish-threshold-gating (sibling commercial at /auto-publish-threshold-gating) + per-canonical-per-output-handoff-to-severity-routing (sibling commercial at /severity-routing) + per-canonical-per-output-handoff-to-ai-routing-decision-audit-trail (sibling commercial at /ai-routing-decision-audit-trail) + per-canonical-per-output-handoff-to-routing-audit-trail-build-pillar (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-output-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-output-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-output-handoff-to-claims-allowlist-substantiation-build-pillar (sibling build-pillar at /how-to-build-claims-allowlist-substantiation-for-ai-generated-marketing) + per-canonical-per-output-handoff-to-multi-brand-forbidden-phrase-library-build-pillar (sibling build-pillar at /how-to-build-multi-brand-forbidden-phrase-library-for-ai-output-gating) + per-canonical-per-output-handoff-to-llm-extracted-brand-voice-templates-build-pillar (sibling build-pillar at /how-to-build-llm-extracted-brand-voice-templates-from-existing-content) + per-canonical-per-output-handoff-to-structured-spec-authoring-build-pillar (sibling build-pillar at /how-to-build-machine-readable-structured-brand-spec-authoring-for-multi-location-operators) + per-canonical-per-output-handoff-to-pr-style-brand-spec-versioning-build-pillar (sibling build-pillar at /how-to-build-pr-style-brand-spec-versioning) + per-canonical-per-output-handoff-to-per-vertical-compliance-overlay-build-pillar (sibling build-pillar at /how-to-build-per-vertical-compliance-overlay) + per-canonical-per-output-handoff-to-marketing-compliance-overlay-build-pillar (sibling build-pillar at /how-to-build-marketing-compliance-overlay-for-regulated-industries) + per-canonical-per-output-handoff-to-per-jurisdiction-compliance-multi-state-franchise-build-pillar (sibling build-pillar at /how-to-build-per-jurisdiction-compliance-for-multi-state-franchise-operators) + per-canonical-per-output-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-output-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-output-handoff-to-auto-publish-gating-build-pillar (sibling build-pillar at /how-to-build-auto-publish-gating-for-ai-review-responses) + per-canonical-per-output-handoff-to-brand-voice-management + per-canonical-per-output-handoff-to-forbidden-phrase-library + per-canonical-per-output-handoff-to-claims-substantiation. Per-governance-decision-router-agent-canonical-bundle integrates the multi-dimensional-threshold-routing skill with sibling skills on the same governance-decision-router agent: per-canonical-multi-dimensional-threshold-routing (this skill) + per-canonical-five-destination-routing + per-canonical-borderline-routing + per-canonical-fbc-override-learning + per-canonical-content-approval-workflow + per-canonical-multi-stakeholder-approval-routing + per-canonical-tiered-content-filtering + per-canonical-auto-publish-threshold-gating + per-canonical-severity-routing + per-canonical-ai-routing-decision-audit-trail + 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-output-dimension-scoring-resolve-to-threshold-definition-resolve-to-aggregation-resolver-to-threshold-composition-engine-to-compliance-gate-to-multi-stakeholder-approval-to-canary-rollout-SLA canonical-SLA.

What does per-output audit-trail + per-canonical-end-to-end-replay do?

Per-portfolio per-output per-canonical-audit-trail runs per-portfolio per-canonical-per-output-canonical-audit-record (per-routing-decision-ID + per-banner-pointer + per-location-pointer + per-AI-agent-pointer + per-output-pointer + per-42-canonical-dimension-snapshot + per-threshold-value-snapshot + per-threshold-direction-snapshot + per-threshold-confidence-interval-snapshot + per-threshold-derivation-snapshot (static + per-banner + per-location + per-cluster + per-vertical + per-jurisdiction + per-language + per-audience + per-channel + per-time-of-day + per-day-of-week + per-seasonality + per-event-context) + per-threshold-calibration-snapshot (Platt + isotonic + temperature + quantile-mapping + conformal-prediction) + per-threshold-version-snapshot + per-PR-style-review-snapshot + per-multi-stakeholder-approval-snapshot (brand-lead + legal + compliance + franchise-owner + DMO-director + CMO + fractional-CMO + general-counsel + outside-counsel) + per-threshold-confidence-tier-snapshot + per-AND-aggregation-snapshot + per-OR-aggregation-snapshot + per-NAND-aggregation-snapshot + per-NOR-aggregation-snapshot + per-XOR-aggregation-snapshot + per-K-of-N-aggregation-snapshot + per-weighted-sum-aggregation-snapshot + per-min-aggregation-snapshot + per-max-aggregation-snapshot + per-percentile-aggregation-snapshot + per-Bayesian-posterior-aggregation-snapshot + per-Dempster-Shafer-evidence-combination-snapshot + per-fuzzy-logic-aggregation-snapshot + per-rank-aggregation-Borda-Condorcet-snapshot + per-multi-LLM-as-judge-aggregation-snapshot + per-aggregation-confidence-tier-snapshot + per-composed-routing-decision-snapshot + per-composed-routing-priority-snapshot + per-composed-routing-precedence-snapshot (most-restrictive-wins + most-permissive-wins + weighted-priority + multi-stakeholder-tiebreak) + per-composed-routing-escalation-timer-snapshot + per-composed-routing-fallback-action-snapshot + per-canary-rollout-snapshot + per-shadow-mode-snapshot + per-rollback-snapshot + per-composed-routing-confidence-tier-snapshot + per-FTC-substantiation-doctrine-snapshot + per-FTC-MARS-snapshot + per-FTC-AI-disclosure-snapshot + per-FTC-endorsement-guides-snapshot + per-FTC-Made-in-USA-snapshot + per-FTC-Negative-Option-ROSCA-snapshot + per-FTC-MAP-snapshot + per-CFPB-UDAAP-snapshot + per-FDA-21-CFR-Part-101-snapshot + per-FDA-DSHEA-snapshot + per-FDA-medical-device-snapshot + per-HIPAA-snapshot + per-FCRA-snapshot + per-ECOA-Reg-B-snapshot + per-Fair-Housing-Act-snapshot + per-GLBA-snapshot + per-Lanham-snapshot + per-state-defamation-snapshot + per-state-anti-SLAPP-snapshot + per-state-UDTPA-snapshot + per-state-FRR-snapshot + per-Robinson-Patman-snapshot + per-FDD-Item-12-Item-17-Item-19-snapshot + per-FINRA-2210-snapshot + per-SEC-Reg-S-K-snapshot + per-SOX-Section-302-snapshot + per-SOX-Section-404-snapshot + per-CCPA-CPRA-snapshot + per-GDPR-Article-22-automated-decision-profiling-snapshot + per-LGPD-snapshot + per-DPDP-snapshot + per-PIPEDA-snapshot + per-CASL-snapshot + per-COPPA-snapshot + per-EU-AI-Act-Article-29-human-oversight-snapshot + per-EU-AI-Act-Article-50-snapshot + per-EU-AI-Act-Article-13-Article-14-Article-15-snapshot + per-NIST-AI-RMF-MEASURE-MANAGE-snapshot + per-ISO-42001-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-canonical-audit-record) + per-canonical-FTC-substantiation + per-canonical-FTC-MARS + per-canonical-FTC-AI-disclosure + per-canonical-FTC-endorsement-guides + per-canonical-FTC-Negative-Option-ROSCA + per-canonical-FTC-MAP + per-canonical-CFPB-UDAAP + per-canonical-FDA-21-CFR-Part-101-Part-202 + per-canonical-FDA-DSHEA + per-canonical-FDA-medical-device + per-canonical-HIPAA-PHI + per-canonical-FCRA + per-canonical-ECOA-Reg-B + per-canonical-Fair-Housing-Act + per-canonical-GLBA + per-canonical-Lanham + per-canonical-state-defamation + per-canonical-state-anti-SLAPP + per-canonical-state-FRR + per-canonical-Robinson-Patman + per-canonical-FDD-Item-12-Item-17-Item-19 + per-canonical-FINRA-2210 + per-canonical-SEC-Reg-S-K + per-canonical-SOX-Section-302-Section-404 + per-canonical-CCPA-CPRA-DSAR + per-canonical-GDPR-DPIA + per-canonical-GDPR-Article-22 + per-canonical-LGPD-ANPD + per-canonical-DPDP-India + per-canonical-PIPEDA-OPC + per-canonical-CASL-CRTC + per-canonical-COPPA + per-canonical-EU-AI-Act-Article-29-human-oversight + per-canonical-EU-AI-Act-Article-50 + per-canonical-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-NIST-AI-RMF-MEASURE-MANAGE + per-canonical-ISO-42001 + 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-canonical-7-year-HIPAA-medical-record-retention. Per-canonical-end-to-end-replay runs per-portfolio per-canonical-per-output-dimension-scoring-rewind + per-canonical-per-output-threshold-definition-rewind + per-canonical-per-output-aggregation-resolver-rewind + per-canonical-per-output-threshold-composition-engine-rewind + per-canonical-per-output-compliance-gate-rewind + per-canonical-per-output-canary-rollout-rewind + per-canonical-per-output-multi-stakeholder-approval-rewind + per-canonical-per-output-replay-confidence-tier + per-canonical-per-output-replay-explainability.

Engage the governance-decision-router agent

Per-portfolio per-banner per-location per-AI-agent per-output per-canonical-dimension-pointer + per-canonical-threshold-definition-spec + per-canonical-aggregation-resolver-spec + per-canonical-threshold-composition-engine + per-canonical-compliance-gate-spec + per-canonical-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-LLM-guardrails-vendor + per-AI-observability-evaluation-vendor + per-policy-engine-vendor + per-feature-flag-canary-vendor primitive.

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