Measure swarm · Governance-Decision-Router Agent · Autonomy-profile-configuration skill · Build pillar · Published July 11, 2026

How to build marketing-AI autonomy-profile configuration end-to-end

This guide explains how to architect the autonomy-profile-configuration skill on the governance-decision-router agent end-to-end at multi-location multi-vertical franchise scale: per-portfolio per-skill per-canonical-per-skill-profile-spec + per-per-skill-confidence-threshold-spec + per-per-skill-blast-radius-spec + per-per-skill-cost-budget-spec + per-per-vertical-override-spec + per-per-time-of-day-override-spec + per-per-location-cluster-override-spec + per-per-channel-override-spec + per-per-routing-destination-map + per-per-escalation-timer-spec + per-per-FBC-threshold-tuning-spec + per-per-profile-versioning + per-per-profile-rollback + per-per-profile-audit-trail + per-portfolio audit-trail.

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

What you will build

Per-portfolio per-canonical-per-skill-profile-spec across per-auto-publish + per-batch-review + per-FBC-feedback-by-correction + per-escalate + per-reject + per-precedence-rule + per-conflict-resolution + per-explainability + per-OPA-Cedar-Casbin-Cerbos-Oso.
Per-canonical-per-skill-confidence-threshold + per-blast-radius + per-cost-budget — per-Bayesian-posterior + per-frequentist + per-bootstrap + per-multi-LLM-self-consistency + per-confidence-calibration + per-affected-pages + per-affected-locations + per-affected-channels + per-affected-customers + per-affected-revenue + per-blast-radius-tier + per-per-call-cost + per-per-LLM-call-cost + per-monthly-budget + per-burndown-alerting + per-cost-anomaly-detection.
Per-canonical-per-vertical-override-spec — per-cannabis-per-state + per-HIPAA + per-FDA + per-FINRA + per-CFPB + per-FTC + per-TCPA + per-CASL + per-CCPA-CPRA + per-GDPR + per-PIPEDA + per-Prop-65 + per-FDD-Item-12-territorial-rights + per-FDD-Item-19-financial-performance + per-auto-escalate-on-violation + per-auto-reject-on-violation.
Per-canonical-per-time-of-day-override + per-location-cluster-override + per-channel-override — per-business-hours + per-after-hours + per-weekend + per-holiday + per-time-zone-canonicalization + per-DST-handling + per-multi-LLM-context-classification + per-region + per-DMA + per-CBSA + per-banner + per-tier-1-flagship + per-tier-2-growth + per-tier-3-mature + per-FDD-Item-12-attestation + per-organic-search + per-paid-search + per-paid-social + per-reviews + per-social + per-email + per-SMS + per-push + per-direct-mail + per-call + per-chat override.
Per-canonical-per-routing-destination-map + per-escalation-timer + per-FBC-threshold-tuning — per-PagerDuty + per-Opsgenie + per-VictorOps + per-Squadcast + per-Slack + per-Teams + per-email + per-SMS + per-Jira + per-Linear + per-Zendesk + per-ServiceNow + per-FBC-queue + per-batch-review-queue + per-rejection-queue + per-auto-publish-queue + per-tier-hop + per-fallback + per-business-hours-vs-after-hours + per-weekend-vs-weekday + per-holiday + per-FBC-pattern-learning + per-per-correction + per-false-positive-pattern-learning + per-false-negative-pattern-learning + per-confidence-recalibration + per-blast-radius-recalibration + per-cost-budget-recalibration + per-A/B-test-arm-promotion-demotion.
Per-canonical-per-profile-versioning + per-profile-rollback + per-profile-audit-trail + per-cross-skill-handoff — per-semantic-version + per-version-pointer-stability + per-version-immutable-snapshot + per-version-diff + per-rollback-window + per-one-click + per-bulk + per-cascading + per-rollback-FBC-pattern-learning + per-per-profile-canonical-audit-record + per-FCC-TCPA + per-CASL-CRTC + per-PIPEDA-OPC + per-GDPR-DPIA + per-CCPA-CPRA-DSAR + per-FDD-Item-12-attestation + per-immutable-WORM + per-handoff-to-nested-autonomy-profile-inheritance-skill + per-handoff-to-borderline-routing-skill + per-handoff-to-ai-routing-decision-audit-trail + per-handoff-to-ai-agent-guardrails + per-handoff-to-auto-publish-threshold-gating.

Why per-vendor-IBM-watsonx-governance-account-level-AI-governance breaks at multi-location-multi-vertical franchise scale

Per-vendor-IBM-watsonx-governance-canonical-account-level-AI-governance ships per-account per-model per-policy primitive. Per-vendor-Microsoft-Purview-AI-Hub + Credo-AI + Holistic-AI + Fiddler-AI + Arthur-AI + Robust-Intelligence + WhyLabs + Aporia + Arize-AI + Weights-Biases + MLflow + Databricks-Unity-Catalog-canonical-account-level-AI-governance ship per-vendor per-native account-level AI-governance primitives.

At 1-model-1-policy scale per-account per-model per-policy primitive is enough. At multi-location-multi-vertical franchise scale per-per-skill-profile-spec + per-per-skill-confidence-threshold-spec + per-per-skill-blast-radius-spec + per-per-skill-cost-budget-spec + per-per-vertical-override-spec + per-per-time-of-day-override-spec + per-per-location-cluster-override-spec + per-per-channel-override-spec + per-per-routing-destination-map + per-per-escalation-timer-spec + per-per-FBC-threshold-tuning-spec + per-per-profile-versioning + per-per-profile-rollback + per-per-profile-audit-trail.

Per-account-model-policy + per-per-skill-profile-blind + per-confidence-threshold-blind + per-blast-radius-blind + per-cost-budget-blind + per-vertical-override-blind + per-time-of-day-override-blind + per-location-cluster-override-blind + per-channel-override-blind + per-routing-destination-blind + per-escalation-timer-blind + per-FBC-threshold-tuning-blind + per-profile-versioning-blind + per-profile-rollback-blind + per-multi-format-audit-trail-blind.

The operator-side architecture above per-vendor-AI-governance primitive is canonical-per-skill-profile-spec + per-per-skill-confidence-threshold + per-per-skill-blast-radius + per-per-skill-cost-budget + per-per-vertical-override + per-per-time-of-day-override + per-per-location-cluster-override + per-per-channel-override + per-per-routing-destination-map + per-per-escalation-timer + per-per-FBC-threshold-tuning + per-per-profile-versioning + per-per-profile-rollback + per-per-profile-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-AI-governance-vendor

IBM watsonx.governance, Microsoft Purview AI Hub, Credo AI, Holistic AI, Fiddler AI, Arthur AI, Robust Intelligence, WhyLabs, Aporia, Arize AI, Weights & Biases, MLflow, Databricks Unity Catalog, Calypso AI, ModelOp, TruEra. Per-account per-model per-policy primitive. Per-canonical-per-skill-profile-spec-canonical-per-skill-confidence-threshold-canonical-per-skill-blast-radius-canonical-per-skill-cost-budget-canonical-per-vertical-override-canonical-per-time-of-day-override-canonical-per-location-cluster-override-canonical-per-channel-override-canonical-per-routing-destination-map-canonical-per-escalation-timer-canonical-per-FBC-threshold-tuning-canonical-per-profile-versioning-canonical-per-profile-rollback-canonical-per-profile-audit-trail is not the primitive.

Per-platform per-policy-engine-vendor

Open Policy Agent (OPA Rego), AWS Cedar, Casbin, Cerbos, Oso, Styra DAS, Permit.io, Authzed SpiceDB, AuthZed, AuthZForce. Per-account per-policy-bundle primitive. Per-canonical-per-skill-profile-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-engine-canonical-per-vertical-override-policy-as-code-canonical-per-time-of-day-override-policy-as-code-canonical-per-location-cluster-override-policy-as-code-canonical-per-channel-override-policy-as-code is not the primitive.

Per-platform per-AI-observability-vendor

LangSmith, LangFuse, Helicone, OpenLLMetry, Arize Phoenix, Galileo, HoneyHive, Traceloop, Datadog LLM Observability, New Relic AI Monitoring, Lakera Guard, Pillar Security. Per-account per-LLM-call per-trace primitive. Per-canonical-per-skill-confidence-calibration-canonical-per-skill-blast-radius-tier-canonical-per-skill-cost-budget-burndown-canonical-per-skill-cost-anomaly-detection-canonical-per-FBC-confidence-recalibration-canonical-per-FBC-blast-radius-recalibration-canonical-per-FBC-cost-budget-recalibration is not the primitive.

Per-platform per-feature-flag-vendor

LaunchDarkly, Split.io, Statsig, Flagsmith, ConfigCat, Optimizely Feature Experimentation, GrowthBook, Unleash, Harness Feature Flags. Per-account per-flag per-environment primitive. Per-canonical-per-profile-semantic-version-canonical-per-profile-version-pointer-stability-canonical-per-profile-version-immutable-snapshot-canonical-per-profile-rollback-window-canonical-per-profile-one-click-rollback-canonical-per-profile-bulk-rollback-canonical-per-profile-cascading-rollback is not the primitive.

How the architecture is built

Per-portfolio per-canonical-per-skill-profile-spec-substrate. Per-auto-publish + per-batch-review + per-FBC-feedback-by-correction + per-escalate + per-reject + per-precedence-rule + per-conflict-resolution + per-explainability + per-OPA-Cedar-Casbin-Cerbos-Oso canonical-profile.
Per-portfolio per-canonical-per-skill-confidence-threshold-spec. Per-Bayesian-posterior + per-frequentist + per-bootstrap + per-multi-LLM-self-consistency + per-confidence-calibration canonical-confidence.
Per-portfolio per-canonical-per-skill-blast-radius-spec. Per-affected-pages + per-affected-locations + per-affected-channels + per-affected-customers + per-affected-revenue + per-blast-radius-tier canonical-blast-radius.
Per-portfolio per-canonical-per-skill-cost-budget-spec. Per-per-call-cost + per-per-LLM-call-cost + per-monthly-budget + per-burndown-alerting + per-cost-anomaly-detection canonical-cost.
Per-portfolio per-canonical-per-vertical-override-spec. Per-cannabis-per-state + per-HIPAA + per-FDA + per-FINRA + per-CFPB + per-FTC + per-TCPA + per-CASL + per-CCPA-CPRA + per-GDPR + per-PIPEDA + per-Prop-65 + per-FDD-Item-12 + per-FDD-Item-19 + per-auto-escalate-on-violation + per-auto-reject-on-violation canonical-vertical.
Per-portfolio per-canonical-per-time-of-day-override-spec. Per-business-hours + per-after-hours + per-weekend + per-holiday + per-time-zone-canonicalization + per-DST + per-multi-LLM-context-classification canonical-time.
Per-portfolio per-canonical-per-location-cluster-override-spec. Per-region + per-DMA + per-CBSA + per-banner + per-tier-1-flagship + per-tier-2-growth + per-tier-3-mature + per-FDD-Item-12-attestation canonical-cluster.
Per-portfolio per-canonical-per-channel-override-spec. Per-organic-search + per-paid-search + per-paid-social + per-reviews + per-social + per-email + per-SMS + per-push + per-direct-mail + per-call + per-chat canonical-channel.
Per-portfolio per-canonical-per-routing-destination-map. Per-PagerDuty + per-Opsgenie + per-VictorOps + per-Squadcast + per-Slack + per-Teams + per-email + per-SMS + per-Jira + per-Linear + per-Zendesk + per-ServiceNow + per-FBC-queue + per-batch-review-queue + per-rejection-queue + per-auto-publish-queue canonical-destination.
Per-portfolio per-canonical-per-escalation-timer-spec. Per-tier-hop + per-fallback + per-business-hours-vs-after-hours + per-weekend-vs-weekday + per-holiday + per-FBC-pattern-learning canonical-escalation.
Per-portfolio per-canonical-per-FBC-threshold-tuning-spec. Per-per-correction + per-pattern-learning + per-false-positive + per-false-negative + per-confidence-recalibration + per-blast-radius-recalibration + per-cost-budget-recalibration + per-A/B-arm-promotion-demotion canonical-FBC.
Per-portfolio per-canonical-per-profile-versioning + per-profile-rollback + per-profile-audit-trail + per-portfolio-audit-trail. Per-semantic-version + per-version-pointer-stability + per-version-immutable-snapshot + per-version-diff + per-rollback-window + per-one-click + per-bulk + per-cascading + per-rollback-FBC-pattern-learning + per-per-profile-canonical-audit-record + per-FCC-TCPA + per-CASL-CRTC + per-PIPEDA-OPC + per-GDPR-DPIA + per-CCPA-CPRA-DSAR + per-FDD-Item-12 + per-immutable-WORM canonical-versioning-rollback-audit.
Per-portfolio per-governance-decision-router-agent-canonical-bundle + per-canonical-cross-skill-flow-emission. Per-ai-agent-governance + per-ai-agent-guardrails + per-ai-routing-decision-audit-trail + per-multi-dimensional-threshold-routing + per-auto-publish-threshold-gating + per-multi-stakeholder-approval-routing + per-nested-autonomy-profile-inheritance + per-borderline-routing-for-ai-outputs + per-autonomy-profile-configuration emits → per-nested-autonomy-profile-inheritance consumes + emits → per-borderline-routing consumes + emits → per-ai-routing-decision-audit-trail consumes canonical-flow.

Frequently asked questions

What is marketing-AI autonomy-profile configuration for multi-location operators?

Marketing-AI autonomy-profile configuration runs per-portfolio per-skill per-canonical-per-skill-profile-spec (per-auto-publish-profile + per-batch-review-profile + per-FBC-feedback-by-correction-profile + per-escalate-profile + per-reject-profile per-canonical-profile) + per-canonical-per-skill-confidence-threshold-spec + per-canonical-per-skill-blast-radius-spec + per-canonical-per-skill-cost-budget-spec + per-canonical-per-vertical-override-spec (per-cannabis-per-state + per-HIPAA + per-FDA + per-FINRA + per-CFPB + per-FTC + per-TCPA + per-CASL + per-CCPA-CPRA + per-GDPR + per-PIPEDA + per-Prop-65 + per-FDD-Item-12-territorial-rights + per-FDD-Item-19-financial-performance per-canonical-vertical-override) + per-canonical-per-time-of-day-override-spec (per-business-hours + per-after-hours + per-weekend + per-holiday per-canonical-time) + per-canonical-per-location-cluster-override-spec (per-region + per-DMA + per-CBSA + per-banner + per-tier-1-flagship + per-tier-2-growth + per-tier-3-mature per-canonical-cluster) + per-canonical-per-channel-override-spec (per-organic-search + per-paid-search + per-paid-social + per-reviews + per-social + per-email + per-SMS + per-push + per-direct-mail + per-call + per-chat per-canonical-channel) + per-canonical-per-routing-destination-map (per-PagerDuty + per-Opsgenie + per-Slack + per-Teams + per-email + per-SMS + per-Jira + per-Linear + per-Zendesk + per-ServiceNow + per-FBC-queue per-canonical-destination) + per-canonical-per-escalation-timer-spec + per-canonical-per-FBC-threshold-tuning-spec + per-canonical-per-profile-versioning + per-canonical-per-profile-rollback + per-canonical-per-profile-audit-trail + per-portfolio audit-trail.

Why does per-vendor-IBM-watsonx-governance-canonical-account-level-AI-governance break at multi-location-multi-vertical franchise scale?

Per-vendor-IBM-watsonx-governance-canonical-account-level-AI-governance ships per-account per-model per-policy primitive. Per-vendor-Microsoft-Purview-AI-Hub-canonical + per-Credo-AI-canonical + per-Holistic-AI-canonical + per-Fiddler-AI-canonical + per-Arthur-AI-canonical + per-Robust-Intelligence-canonical + per-WhyLabs-canonical + per-Aporia-canonical + per-Arize-AI-canonical + per-Weights-Biases-canonical + per-MLflow-canonical + per-Databricks-Unity-Catalog-canonical-account-level-AI-governance ship per-vendor per-native account-level AI-governance primitives. At 1-model-1-policy scale per-account per-model per-policy primitive is enough. At multi-location-multi-vertical franchise scale per-canonical-per-skill-profile-spec + per-canonical-per-skill-confidence-threshold-spec + per-canonical-per-skill-blast-radius-spec + per-canonical-per-skill-cost-budget-spec + per-canonical-per-vertical-override-spec + per-canonical-per-time-of-day-override-spec + per-canonical-per-location-cluster-override-spec + per-canonical-per-channel-override-spec + per-canonical-per-routing-destination-map + per-canonical-per-escalation-timer-spec + per-canonical-per-FBC-threshold-tuning-spec + per-canonical-per-profile-versioning + per-canonical-per-profile-rollback + per-canonical-per-profile-audit-trail.

How does per-portfolio per-canonical-per-skill-profile-spec + per-skill-confidence-threshold + per-skill-blast-radius + per-skill-cost-budget work?

Per-portfolio per-canonical-per-skill-profile-spec runs per-portfolio per-canonical-per-skill-auto-publish-profile + per-canonical-per-skill-batch-review-profile + per-canonical-per-skill-FBC-feedback-by-correction-profile + per-canonical-per-skill-escalate-profile + per-canonical-per-skill-reject-profile + per-canonical-per-skill-profile-precedence-rule + per-canonical-per-skill-profile-conflict-resolution + per-canonical-per-skill-profile-explainability-spec + per-canonical-per-skill-profile-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-engine. Per-canonical-per-skill-confidence-threshold-spec runs per-portfolio per-canonical-per-skill-Bayesian-posterior-threshold + per-canonical-per-skill-frequentist-threshold + per-canonical-per-skill-bootstrap-threshold + per-canonical-per-skill-multi-LLM-self-consistency-threshold + per-canonical-per-skill-confidence-calibration-spec. Per-canonical-per-skill-blast-radius-spec runs per-portfolio per-canonical-per-skill-affected-pages-spec + per-canonical-per-skill-affected-locations-spec + per-canonical-per-skill-affected-channels-spec + per-canonical-per-skill-affected-customers-spec + per-canonical-per-skill-affected-revenue-spec + per-canonical-per-skill-blast-radius-tier-spec. Per-canonical-per-skill-cost-budget-spec runs per-portfolio per-canonical-per-skill-per-call-cost-spec + per-canonical-per-skill-per-LLM-call-cost-spec + per-canonical-per-skill-monthly-budget-spec + per-canonical-per-skill-burndown-alerting-spec + per-canonical-per-skill-cost-anomaly-detection-spec.

What does per-portfolio per-canonical-per-vertical-override + per-time-of-day-override + per-location-cluster-override + per-channel-override do?

Per-portfolio per-canonical-per-vertical-override-spec runs per-portfolio per-canonical-per-cannabis-per-state-override + per-canonical-per-HIPAA-override + per-canonical-per-FDA-override + per-canonical-per-FINRA-override + per-canonical-per-CFPB-override + per-canonical-per-FTC-override + per-canonical-per-TCPA-override + per-canonical-per-CASL-override + per-canonical-per-CCPA-CPRA-override + per-canonical-per-GDPR-override + per-canonical-per-PIPEDA-override + per-canonical-per-Prop-65-override + per-canonical-per-FDD-Item-12-territorial-rights-override + per-canonical-per-FDD-Item-19-financial-performance-override + per-canonical-per-vertical-override-auto-escalate-on-violation + per-canonical-per-vertical-override-auto-reject-on-violation. Per-canonical-per-time-of-day-override-spec runs per-portfolio per-canonical-per-business-hours-override + per-canonical-per-after-hours-override + per-canonical-per-weekend-override + per-canonical-per-holiday-override + per-canonical-per-time-zone-canonicalization + per-canonical-per-DST-handling-spec + per-canonical-per-time-of-day-override-multi-LLM-context-classification. Per-canonical-per-location-cluster-override-spec runs per-portfolio per-canonical-per-region-override + per-canonical-per-DMA-override + per-canonical-per-CBSA-override + per-canonical-per-banner-override + per-canonical-per-tier-1-flagship-override + per-canonical-per-tier-2-growth-override + per-canonical-per-tier-3-mature-override + per-canonical-per-location-cluster-override-FDD-Item-12-attestation. Per-canonical-per-channel-override-spec runs per-portfolio per-canonical-per-organic-search-override + per-canonical-per-paid-search-override + per-canonical-per-paid-social-override + per-canonical-per-reviews-override + per-canonical-per-social-override + per-canonical-per-email-override + per-canonical-per-SMS-override + per-canonical-per-push-override + per-canonical-per-direct-mail-override + per-canonical-per-call-override + per-canonical-per-chat-override.

What does per-portfolio per-canonical-per-routing-destination-map + per-escalation-timer + per-FBC-threshold-tuning + per-profile-versioning + per-profile-rollback do?

Per-portfolio per-canonical-per-routing-destination-map runs per-portfolio per-canonical-per-PagerDuty-destination + per-canonical-per-Opsgenie-destination + per-canonical-per-VictorOps-destination + per-canonical-per-Squadcast-destination + per-canonical-per-Slack-channel + per-canonical-per-Teams-channel + per-canonical-per-email + per-canonical-per-SMS + per-canonical-per-Jira + per-canonical-per-Linear + per-canonical-per-Zendesk + per-canonical-per-ServiceNow + per-canonical-per-FBC-queue + per-canonical-per-batch-review-queue + per-canonical-per-rejection-queue + per-canonical-per-auto-publish-queue. Per-canonical-per-escalation-timer-spec runs per-portfolio per-canonical-per-escalation-timer-spec + per-canonical-per-escalation-timer-tier-hop-spec + per-canonical-per-escalation-timer-tier-hop-fallback-spec + per-canonical-per-escalation-timer-business-hours-vs-after-hours-spec + per-canonical-per-escalation-timer-weekend-vs-weekday-spec + per-canonical-per-escalation-timer-holiday-spec + per-canonical-per-escalation-timer-FBC-pattern-learning-spec. Per-canonical-per-FBC-threshold-tuning-spec runs per-portfolio per-canonical-per-FBC-per-correction-feedback + per-canonical-per-FBC-pattern-learning + per-canonical-per-FBC-false-positive-pattern-learning + per-canonical-per-FBC-false-negative-pattern-learning + per-canonical-per-FBC-confidence-recalibration + per-canonical-per-FBC-blast-radius-recalibration + per-canonical-per-FBC-cost-budget-recalibration + per-canonical-per-FBC-A/B-test-arm-promotion-demotion. Per-canonical-per-profile-versioning runs per-portfolio per-canonical-per-profile-semantic-version + per-canonical-per-profile-version-pointer-stability + per-canonical-per-profile-version-immutable-snapshot + per-canonical-per-profile-version-diff. Per-canonical-per-profile-rollback runs per-portfolio per-canonical-per-profile-rollback-window + per-canonical-per-profile-one-click-rollback + per-canonical-per-profile-bulk-rollback + per-canonical-per-profile-cascading-rollback + per-canonical-per-profile-rollback-FBC-pattern-learning.

What does per-portfolio per-canonical-per-profile-audit-trail + per-cross-skill-handoff + per-governance-decision-router-agent-canonical-bundle do?

Per-portfolio per-canonical-per-profile-audit-trail runs per-portfolio per-canonical-per-profile-canonical-audit-record (per-profile-ID + per-skill-pointer + per-vertical-override-pointer + per-time-of-day-override-pointer + per-location-cluster-override-pointer + per-channel-override-pointer + per-routing-destination-pointer + per-escalation-timer-pointer + per-FBC-threshold-tuning-pointer + per-version-pointer + per-rollback-pointer + per-actor + per-approver + per-policy-engine-decision + per-multi-LLM-decision per-canonical-audit-record) + per-canonical-FCC-TCPA + per-canonical-CASL-CRTC + per-canonical-PIPEDA-OPC + per-canonical-GDPR-DPIA + per-canonical-CCPA-CPRA-DSAR + per-canonical-FDD-Item-12-attestation-export + per-canonical-immutable-WORM-storage. Per-canonical-per-profile-cross-skill-handoff runs per-portfolio per-canonical-per-profile-handoff-to-nested-autonomy-profile-inheritance-skill (sibling build-pillar at /how-to-build-nested-autonomy-profile-inheritance-for-ai-governance — consumes per-canonical-per-profile-substrate for inheritance) + per-canonical-per-profile-handoff-to-borderline-routing-skill (sibling build-pillar at /how-to-build-borderline-routing-for-ai-outputs) + per-canonical-per-profile-handoff-to-ai-routing-decision-audit-trail-skill (sibling commercial pillar at /ai-routing-decision-audit-trail) + per-canonical-per-profile-handoff-to-ai-agent-guardrails-skill (sibling commercial pillar at /ai-agent-guardrails) + per-canonical-per-profile-handoff-to-auto-publish-threshold-gating-skill (sibling commercial pillar at /auto-publish-threshold-gating). Per-governance-decision-router-agent-canonical-bundle integrates the autonomy-profile-configuration skill with sibling skills on the same agent: per-canonical-ai-agent-governance (parent commercial pillar at /ai-agent-governance) + per-canonical-ai-agent-guardrails (sibling commercial pillar at /ai-agent-guardrails) + per-canonical-ai-routing-decision-audit-trail (sibling commercial pillar at /ai-routing-decision-audit-trail) + per-canonical-multi-dimensional-threshold-routing (sibling commercial pillar at /multi-dimensional-threshold-routing) + per-canonical-auto-publish-threshold-gating (sibling commercial pillar at /auto-publish-threshold-gating) + per-canonical-multi-stakeholder-approval-routing (sibling commercial pillar at /multi-stakeholder-approval-routing) + per-canonical-nested-autonomy-profile-inheritance (sibling build-pillar at /how-to-build-nested-autonomy-profile-inheritance-for-ai-governance) + per-canonical-borderline-routing-for-ai-outputs (sibling build-pillar at /how-to-build-borderline-routing-for-ai-outputs).

Engage the governance-decision-router agent

Per-portfolio per-skill per-canonical-per-skill-profile-spec + per-per-skill-confidence-threshold + per-per-skill-blast-radius + per-per-skill-cost-budget + per-per-vertical-override + per-per-time-of-day-override + per-per-location-cluster-override + per-per-channel-override + per-per-routing-destination-map + per-per-escalation-timer + per-per-FBC-threshold-tuning + per-per-profile-versioning + per-per-profile-rollback + per-per-profile-audit-trail + per-portfolio audit-trail shipped as the orchestration layer above your existing per-AI-governance-vendor + per-policy-engine-vendor + per-AI-observability-vendor + per-feature-flag-vendor primitive.

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