Measure swarm · Anomaly-Detection Agent · Nine-alert-stream-coverage skill · Build pillar · Published August 5, 2026

How to architect marketing-data anomaly coverage across the 9 streams

This guide explains how to architect the nine-alert-stream-coverage skill on the anomaly-detection agent end-to-end at multi-location nine-stream anomaly-coverage scale: per-portfolio per-banner per-location per-stream per-canonical-9-stream-pointer + per-canonical-per-stream-detector-stack-spec + per-canonical-per-stream-cross-stream-correlation-spec + per-canonical-per-stream-severity-routing-spec + per-canonical-per-stream-compliance-gate-spec + per-canonical-per-stream-FBC-feedback-loop + per-canonical-per-stream-audit-trail + per-portfolio-audit-trail.

Engage the anomaly-detection agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-location per-stream per-canonical-9-stream-pointer across per-paid-search-spend-and-conversion + per-paid-social-spend-and-conversion + per-organic-search-impression-and-click + per-organic-local-GBP-direction-call-website + per-email-send-open-click-and-conversion + per-SMS-send-click-and-conversion + per-loyalty-redemption-and-engagement + per-foot-traffic + per-receipt-revenue-and-margin + per-canonical-9-stream.
Per-canonical-per-stream-detector-stack-spec — per-classical-statistical-detector (z-score + MAD + Grubbs + Dixon-Q + Tukey-IQR + Mahalanobis + Hotelling-T-squared + Chi-square + Kolmogorov-Smirnov + Wasserstein) + per-time-series-decomposition-detector (STL + Holt-Winters + Prophet + NeuralProphet + BSTS + Theta + X-13-ARIMA-SEATS + TBATS) + per-changepoint-detection-detector (PELT + Bayesian-BOCPD + CUSUM + EWMA + Page-Hinkley + ADWIN + binary-segmentation + kernel-changepoint) + per-ML-detector (Isolation-Forest + Robust-Random-Cut-Forest + One-Class-SVM + LOF + DBSCAN + HDBSCAN + Autoencoder + Variational-Autoencoder + LSTM-Autoencoder + Transformer-Autoencoder + XGBoost-LightGBM-CatBoost) + per-Bayesian-detector (Stan + PyMC + NumPyro + CausalImpact) + per-multi-LLM-detector + per-rule-based-detector + per-Monte-Carlo-simulation + per-walk-forward-validation + per-precision-recall-F1-MTTD-evaluation + per-detector-confidence-tier + per-detector-explainability.
Per-canonical-per-stream-cross-stream-correlation-spec — per-pairwise-Pearson-Spearman-Kendall-Tau + per-DTW + per-Granger-causality + per-VAR + per-VECM + per-Cointegration-Engle-Granger-Johansen + per-Transfer-Entropy + per-mutual-information + per-cross-spectral-coherence + per-impulse-response-function + per-correlation-handoff-to-cross-stream-correlation-build-pillar + per-correlation-confidence-tier + per-correlation-explainability.
Per-canonical-per-stream-severity-routing-spec + per-canonical-per-stream-compliance-gate-spec — per-6-severity-tier (info + low + medium + high + critical + paging) + per-severity-derivation (deviation-magnitude + revenue-impact + customer-impact + compliance-impact + reach-magnitude + novelty-vs-recurring + confidence-tier) + per-17-routing-destination (Slack + MS-Teams + PagerDuty + OpsGenie + VictorOps + Splunk-On-Call + FireHydrant + incident.io + Zendesk + Jira + Linear + email-digest + SMS + push + AsyncAPI + five-destination-routing-handoff + multi-stream-severity-routing-handoff) + per-routing-priority + per-routing-SLA + per-escalation-timer + per-fallback-action + per-6-stage-canary-rollout + per-shadow-mode + per-rollback + per-multi-stakeholder-approval + 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-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 + per-LGPD + per-DPDP + per-PIPEDA + per-CASL + per-COPPA + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-compliance-confidence-tier.
Per-canonical-per-stream-FBC-feedback-loop + per-cross-skill-handoff + per-canonical-audit-trail — per-realized-vs-predicted-TP-FP-MTTD-MTTR + per-alert-fatigue-detection + per-per-detector-recalibration-cascade + per-severity-tier-routing-destination-recalibration + per-pattern-learning + per-emerging-anomaly-detection + per-cross-stream-correlation-recalibration + per-model-drift-detection + per-model-retraining-trigger + per-handoff-to-22-sibling-skills + per-per-stream-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-Anodot-account-flat-single-stream-anomaly-detector breaks at multi-location nine-stream anomaly-coverage scale

At 1-account-1-flat-single-stream-anomaly-detector scale per-account per-flat-single-stream-anomaly-detector primitive is enough. At multi-location nine-stream anomaly-coverage scale per-canonical-9-stream-pointer + per-canonical-per-stream-detector-stack-spec + per-canonical-per-stream-cross-stream-correlation-spec + per-canonical-per-stream-severity-routing-spec + per-canonical-per-stream-compliance-gate-spec + per-canonical-per-stream-FBC-feedback-loop + per-canonical-per-stream-audit-trail.

Per-account-flat-single-stream-anomaly-detector + per-9-stream-pointer-blind + per-per-stream-detector-stack-blind + per-classical-statistical-detector-blind + per-time-series-decomposition-detector-blind + per-changepoint-detection-detector-blind + per-ML-detector-blind + per-Bayesian-detector-blind + per-multi-LLM-detector-blind + per-rule-based-detector-blind + per-Monte-Carlo-simulation-blind + per-cross-stream-correlation-blind + per-severity-routing-blind + per-compliance-gate-blind + per-FBC-feedback-loop-blind + per-multi-format-audit-trail-blind + per-FTC-substantiation-doctrine-blind + per-FTC-MARS-blind + per-FTC-AI-disclosure-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-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-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-stream-anomaly-detector primitive is canonical-9-stream-pointer + per-per-stream-detector-stack-spec + per-per-stream-cross-stream-correlation-spec + per-per-stream-severity-routing-spec + per-per-stream-compliance-gate-spec + per-per-stream-FBC-feedback-loop + per-cross-skill-handoff + per-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-data-observability-anomaly-vendor

Anodot, Datadog Watchdog, Monte Carlo, Anomalo, Acceldata, Bigeye, Soda, Datafold, Lightup, Edge Delta, Sifflet, Validio, Metaplane, Telmai, Decube. Per-account per-flat-single-stream-anomaly-detector primitive (single statistical algorithm per metric). Per-canonical-9-stream-pointer-canonical-per-stream-detector-stack-canonical-per-stream-cross-stream-correlation-canonical-per-stream-severity-routing-canonical-per-stream-compliance-gate-canonical-per-stream-FBC-feedback-canonical-per-stream-audit-trail is not the primitive.

Per-platform per-APM-incident-mgmt-vendor

Splunk ML Toolkit, New Relic AI, Datadog, Dynatrace, Honeycomb, Grafana Cloud, Elastic Observability, Coralogix, Lightstep, AppDynamics, Instana, PagerDuty, OpsGenie, VictorOps, Splunk On-Call, FireHydrant, incident.io, Squadcast, Rootly, Blameless. Per-account per-flat-metric-alert primitive (typically blind to per-9-stream marketing-data anomaly coverage with per-stream compliance-gate semantics). Per-canonical-per-stream-classical-statistical-detector-canonical-per-stream-time-series-decomposition-detector-canonical-per-stream-changepoint-detection-detector-canonical-per-stream-ML-detector-canonical-per-stream-Bayesian-detector-canonical-per-stream-multi-LLM-detector-canonical-per-stream-rule-based-detector-canonical-per-stream-Monte-Carlo-simulation-canonical-per-stream-walk-forward-validation-canonical-per-stream-precision-recall-F1-MTTD-evaluation is not the primitive.

Per-platform per-product-analytics-vendor

Mixpanel Anomaly Detection, Amplitude Anomaly Detection, Looker Anomaly Detection, Sigma Pulse, Tableau Pulse, Domo Insights, ThoughtSpot Analyst Studio, Heap Anomalies, Pendo Anomalies. Per-account per-flat-event-stream-anomaly primitive (typically blind to per-9-canonical-stream cross-stream correlation semantics). Per-canonical-per-stream-pairwise-Pearson-Spearman-Kendall-Tau-canonical-per-stream-Dynamic-Time-Warping-DTW-canonical-per-stream-Granger-causality-canonical-per-stream-Vector-Autoregression-VAR-canonical-per-stream-Vector-Error-Correction-Model-VECM-canonical-per-stream-Cointegration-Engle-Granger-Johansen-canonical-per-stream-Transfer-Entropy-canonical-per-stream-mutual-information-canonical-per-stream-cross-spectral-coherence-canonical-per-stream-impulse-response-function-IRF is not the primitive.

Per-platform per-cloud-monitoring-vendor

Google Cloud Monitoring (Stackdriver), AWS CloudWatch Anomaly Detection, Azure Monitor (Anomaly Detector), AWS Lookout for Metrics, Google Vertex AI Monitoring, Datadog Cloud, New Relic One. Per-account per-flat-monitoring-metric-anomaly primitive (typically blind to per-9-stream compliance gate with FTC/CFPB/FDA/HIPAA/EU AI Act/NIST AI RMF semantics). Per-canonical-per-stream-FTC-substantiation-doctrine-canonical-per-stream-FTC-MARS-canonical-per-stream-FTC-AI-disclosure-canonical-per-stream-FTC-endorsement-guides-canonical-per-stream-CFPB-UDAAP-canonical-per-stream-FDA-21-CFR-Part-101-canonical-per-stream-FDA-DSHEA-canonical-per-stream-FDA-medical-device-canonical-per-stream-HIPAA-canonical-per-stream-FCRA-canonical-per-stream-ECOA-Reg-B-canonical-per-stream-Fair-Housing-Act-canonical-per-stream-GLBA-canonical-per-stream-FDD-Item-12-Item-17-Item-19-canonical-per-stream-FINRA-2210-canonical-per-stream-SEC-Reg-S-K-canonical-per-stream-SOX-Section-302-Section-404-canonical-per-stream-EU-AI-Act-Article-50-canonical-per-stream-EU-AI-Act-Article-13-Article-14-Article-15-canonical-per-stream-NIST-AI-RMF-canonical-per-stream-ISO-42001-canonical-per-stream-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-as-code is not the primitive.

How the architecture is built

Per-portfolio per-banner per-location per-stream per-canonical-9-stream-pointer-substrate. Per-9-canonical-stream canonical-stream.
Per-portfolio per-canonical-per-stream-detector-stack-spec. Per-classical-statistical-detector + per-time-series-decomposition-detector + per-changepoint-detection-detector + per-ML-detector + per-Bayesian-detector + per-multi-LLM-detector + per-rule-based-detector + per-Monte-Carlo-simulation + per-walk-forward-validation + per-precision-recall-F1-MTTD-evaluation + per-detector-confidence-tier canonical-detector-stack.
Per-portfolio per-canonical-per-stream-cross-stream-correlation-spec. Per-pairwise-Pearson-Spearman-Kendall-Tau + per-DTW + per-Granger-causality + per-VAR + per-VECM + per-Cointegration-Engle-Granger-Johansen + per-Transfer-Entropy + per-mutual-information + per-cross-spectral-coherence + per-IRF + per-correlation-confidence-tier canonical-correlation.
Per-portfolio per-canonical-per-stream-severity-routing-spec. Per-6-severity-tier + per-severity-derivation + per-17-routing-destination + per-routing-priority + per-routing-SLA + per-escalation-timer + per-fallback-action + per-6-stage-canary-rollout + per-shadow-mode + per-rollback + per-multi-stakeholder-approval + per-routing-confidence-tier canonical-severity-routing.
Per-portfolio per-canonical-per-stream-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-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 + per-LGPD + per-DPDP + per-PIPEDA + per-CASL + per-COPPA + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code canonical-compliance.
Per-portfolio per-canonical-per-stream-FBC-feedback-loop. Per-realized-vs-predicted-TP-FP-MTTD-MTTR + per-alert-fatigue-detection + per-per-detector-recalibration-cascade + per-severity-tier-routing-destination-recalibration + per-pattern-learning + per-emerging-anomaly-detection + per-cross-stream-correlation-recalibration + per-model-drift-detection + per-model-retraining-trigger canonical-FBC.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-22-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-stream-canonical-audit-record + 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-PHI + per-FCRA + per-ECOA-Reg-B + per-Fair-Housing-Act + per-GLBA + per-Lanham + 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-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-COPPA + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + 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-anomaly-detection-agent-canonical-bundle. Per-nine-alert-stream-coverage + per-cross-stream-correlation + per-multi-stream-severity-routing + per-predictive-anomaly-forecasting + per-multi-location-marketing-forecasting + per-nine-stream-marketing-anomaly-coverage + per-predictive-analytics-customer-retention canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-per-stream-detector-stack-fit-to-cross-stream-correlation-resolve-to-severity-routing-to-compliance-gate-to-FBC-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-detector-stack-rewind + per-cross-stream-correlation-rewind + per-severity-routing-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 per-stream marketing-data anomaly coverage across the 9 streams?

Per-stream marketing-data anomaly coverage runs per-portfolio per-banner per-location per-stream per-canonical-9-stream-pointer (per-paid-search-spend-and-conversion + per-paid-social-spend-and-conversion + per-organic-search-impression-and-click + per-organic-local-GBP-direction-call-website + per-email-send-open-click-and-conversion + per-SMS-send-click-and-conversion + per-loyalty-redemption-and-engagement + per-foot-traffic + per-receipt-revenue-and-margin + per-canonical-9-stream) + per-canonical-per-stream-detector-stack-spec + per-canonical-per-stream-cross-stream-correlation-spec + per-canonical-per-stream-severity-routing-spec + per-canonical-per-stream-compliance-gate-spec + per-canonical-per-stream-FBC-feedback-loop + per-canonical-per-stream-audit-trail + per-portfolio-audit-trail.

Why does per-vendor-Anodot-canonical-account-flat-single-stream-anomaly-detector break at multi-location nine-stream anomaly-coverage scale?

Per-vendor-Anodot-canonical-account-flat-single-stream-anomaly-detector ships per-account per-flat-single-stream-anomaly-detector primitive — typically a single statistical algorithm per metric (z-score or Holt-Winters) with no per-stream detector-stack composition, no per-stream cross-stream correlation, no per-stream severity routing with per-jurisdiction differentiation, no per-stream compliance gate with regulatory-defense substantiation, no per-stream FBC feedback loop, no per-stream audit trail with regulatory-defense retention. Per-vendor-Datadog-Watchdog + Monte-Carlo + Anomalo + Acceldata + Bigeye + Soda + Datafold + Lightup + Edge-Delta + Splunk-ML-Toolkit + New-Relic-AI + Mixpanel-Anomaly-Detection + Amplitude-Anomaly-Detection + Looker-Anomaly-Detection + Sigma-Pulse + Tableau-Pulse + Google-Cloud-Monitoring + AWS-CloudWatch-Anomaly-Detection-canonical-account-flat-single-stream-anomaly-detector ship per-vendor per-native account-flat-single-stream-anomaly-detector primitives. At 1-account-1-flat-single-stream-anomaly-detector scale per-account per-flat-single-stream-anomaly-detector primitive is enough. At multi-location nine-stream anomaly-coverage scale per-canonical-9-stream-pointer + per-canonical-per-stream-detector-stack-spec + per-canonical-per-stream-cross-stream-correlation-spec + per-canonical-per-stream-severity-routing-spec + per-canonical-per-stream-compliance-gate-spec + per-canonical-per-stream-FBC-feedback-loop + per-canonical-per-stream-audit-trail.

How does per-stream detector-stack + per-stream cross-stream-correlation work?

Per-portfolio per-banner per-location per-stream per-canonical-per-stream-detector-stack-spec runs per-portfolio per-canonical-per-stream-classical-statistical-detector (per-z-score + per-modified-z-score-MAD + per-Grubbs-test + per-Dixon-Q-test + per-Tukey-IQR-fence + per-Mahalanobis-distance + per-Hotelling-T-squared + per-Chi-square-test + per-Kolmogorov-Smirnov-test + per-Wasserstein-distance) + per-canonical-per-stream-time-series-decomposition-detector (per-STL-decomposition + per-Holt-Winters-exponential-smoothing + per-Prophet-Meta + per-NeuralProphet + per-Bayesian-Structural-Time-Series-BSTS + per-Theta-decomposition + per-X-13-ARIMA-SEATS + per-TBATS) + per-canonical-per-stream-changepoint-detection-detector (per-PELT + per-Bayesian-changepoint-BOCPD + per-CUSUM + per-EWMA + per-Page-Hinkley + per-ADWIN + per-binary-segmentation + per-kernel-changepoint) + per-canonical-per-stream-ML-detector (per-Isolation-Forest + per-Robust-Random-Cut-Forest + per-One-Class-SVM + per-Local-Outlier-Factor-LOF + per-DBSCAN + per-HDBSCAN + per-Autoencoder + per-Variational-Autoencoder + per-LSTM-Autoencoder + per-Transformer-Autoencoder + per-XGBoost-LightGBM-CatBoost-anomaly-score) + per-canonical-per-stream-Bayesian-detector (per-Stan-posterior + per-PyMC + per-NumPyro + per-CausalImpact) + per-canonical-per-stream-multi-LLM-detector (per-GPT-4o + per-Claude + per-Gemini-Pro + per-multi-LLM-ensemble + per-LLM-self-consistency + per-LLM-chain-of-thought) + per-canonical-per-stream-rule-based-detector (per-hard-threshold + per-relative-threshold + per-rate-of-change-threshold + per-budget-pacing-threshold) + per-canonical-per-stream-Monte-Carlo-simulation + per-canonical-per-stream-walk-forward-validation + per-canonical-per-stream-precision-recall-F1-MTTD-evaluation + per-canonical-per-stream-detector-confidence-tier + per-canonical-per-stream-detector-explainability. Per-canonical-per-stream-cross-stream-correlation-spec runs per-portfolio per-canonical-per-stream-pairwise-Pearson-Spearman-Kendall-Tau + per-canonical-per-stream-Dynamic-Time-Warping-DTW + per-canonical-per-stream-Granger-causality + per-canonical-per-stream-Vector-Autoregression-VAR + per-canonical-per-stream-Vector-Error-Correction-Model-VECM + per-canonical-per-stream-Cointegration-Engle-Granger-Johansen + per-canonical-per-stream-Transfer-Entropy + per-canonical-per-stream-mutual-information + per-canonical-per-stream-cross-spectral-coherence + per-canonical-per-stream-impulse-response-function-IRF + per-canonical-per-stream-correlation-handoff-to-cross-stream-correlation-build-pillar (sibling build-pillar at /how-to-build-cross-stream-correlation-for-marketing-anomaly-diagnosis) + per-canonical-per-stream-correlation-confidence-tier + per-canonical-per-stream-correlation-explainability.

What does per-stream severity-routing + per-stream compliance-gate work?

Per-portfolio per-banner per-location per-stream per-canonical-per-stream-severity-routing-spec runs per-portfolio per-canonical-per-stream-severity-tier (per-info + per-low + per-medium + per-high + per-critical + per-paging-event) + per-canonical-per-stream-severity-derivation (per-deviation-magnitude + per-revenue-impact + per-customer-impact + per-compliance-impact + per-reach-magnitude + per-novelty-vs-recurring + per-confidence-tier) + per-canonical-per-stream-routing-destination (per-Slack-channel + per-Microsoft-Teams-channel + per-PagerDuty + per-OpsGenie + per-VictorOps + per-Splunk-On-Call + per-FireHydrant + per-incident.io + per-Zendesk-ticket + per-Jira-ticket + per-Linear-ticket + per-email-digest + per-SMS + per-push + per-AsyncAPI-event-stream + per-five-destination-routing-handoff + per-multi-stream-severity-routing-handoff) + per-canonical-per-stream-routing-priority + per-canonical-per-stream-routing-SLA + per-canonical-per-stream-escalation-timer + per-canonical-per-stream-fallback-action + per-canonical-per-stream-canary-rollout (per-1-pct + per-5-pct + per-10-pct + per-25-pct + per-50-pct + per-100-pct) + per-canonical-per-stream-shadow-mode + per-canonical-per-stream-rollback + per-canonical-per-stream-multi-stakeholder-approval + per-canonical-per-stream-routing-confidence-tier + per-canonical-per-stream-routing-explainability + per-canonical-per-stream-routing-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-stream-compliance-gate-spec runs per-portfolio per-canonical-per-stream-FTC-substantiation-doctrine + per-canonical-per-stream-FTC-MARS + per-canonical-per-stream-FTC-AI-disclosure + per-canonical-per-stream-FTC-endorsement-guides + per-canonical-per-stream-FTC-Made-in-USA + per-canonical-per-stream-FTC-Negative-Option-ROSCA + per-canonical-per-stream-FTC-MAP + per-canonical-per-stream-CFPB-UDAAP + per-canonical-per-stream-FDA-21-CFR-Part-101 + per-canonical-per-stream-FDA-DSHEA + per-canonical-per-stream-FDA-medical-device + per-canonical-per-stream-HIPAA + per-canonical-per-stream-FCRA + per-canonical-per-stream-ECOA-Reg-B + per-canonical-per-stream-Fair-Housing-Act + per-canonical-per-stream-GLBA + per-canonical-per-stream-Lanham + per-canonical-per-stream-state-UDTPA + per-canonical-per-stream-state-FRR + per-canonical-per-stream-Robinson-Patman + per-canonical-per-stream-FDD-Item-12-Item-17-Item-19 + per-canonical-per-stream-FINRA-2210 + per-canonical-per-stream-SEC-Reg-S-K + per-canonical-per-stream-SOX-Section-302-CEO-CFO-certification + per-canonical-per-stream-SOX-Section-404-internal-control-attestation + per-canonical-per-stream-CCPA-CPRA + per-canonical-per-stream-GDPR + per-canonical-per-stream-LGPD + per-canonical-per-stream-DPDP + per-canonical-per-stream-PIPEDA + per-canonical-per-stream-CASL + per-canonical-per-stream-COPPA + per-canonical-per-stream-EU-AI-Act-Article-50 + per-canonical-per-stream-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-per-stream-NIST-AI-RMF + per-canonical-per-stream-ISO-42001 + per-canonical-per-stream-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-stream-compliance-confidence-tier + per-canonical-per-stream-compliance-explainability.

What does per-stream FBC-feedback + per-stream cross-skill-handoff do?

Per-portfolio per-stream per-canonical-per-stream-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-stream-realized-vs-predicted-true-positive-rate + per-canonical-FBC-per-stream-realized-vs-predicted-false-positive-rate + per-canonical-FBC-per-stream-realized-vs-predicted-MTTD-mean-time-to-detect + per-canonical-FBC-per-stream-realized-vs-predicted-MTTR-mean-time-to-resolve + per-canonical-FBC-per-stream-alert-fatigue-detection + per-canonical-FBC-per-stream-classical-statistical-detector-recalibration + per-canonical-FBC-per-stream-time-series-decomposition-recalibration + per-canonical-FBC-per-stream-changepoint-detection-recalibration + per-canonical-FBC-per-stream-ML-detector-recalibration + per-canonical-FBC-per-stream-Bayesian-prior-recalibration + per-canonical-FBC-per-stream-multi-LLM-recalibration + per-canonical-FBC-per-stream-rule-based-threshold-recalibration + per-canonical-FBC-per-stream-Monte-Carlo-recalibration + per-canonical-FBC-per-stream-severity-tier-recalibration + per-canonical-FBC-per-stream-routing-destination-recalibration + per-canonical-FBC-per-stream-pattern-learning + per-canonical-FBC-per-stream-emerging-anomaly-detection + per-canonical-FBC-per-stream-cross-stream-correlation-recalibration + per-canonical-FBC-per-stream-model-drift-detection + per-canonical-FBC-per-stream-model-retraining-trigger. Per-canonical-per-stream-cross-skill-handoff runs per-portfolio per-canonical-per-stream-handoff-to-nine-stream-marketing-anomaly-coverage (parent commercial pillar at /nine-stream-marketing-anomaly-coverage) + per-canonical-per-stream-handoff-to-anomaly-detection (parent agent) + per-canonical-per-stream-handoff-to-cross-stream-correlation-build-pillar (sibling build-pillar at /how-to-build-cross-stream-correlation-for-marketing-anomaly-diagnosis) + per-canonical-per-stream-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-stream-handoff-to-marketing-forecasting-build-pillar (sibling build-pillar at /how-to-architect-marketing-forecasting-across-9-streams) + per-canonical-per-stream-handoff-to-multi-location-marketing-forecasting (sibling commercial at /multi-location-marketing-forecasting) + per-canonical-per-stream-handoff-to-predictive-analytics-customer-retention (sibling commercial at /predictive-analytics-customer-retention) + per-canonical-per-stream-handoff-to-per-location-mmm-build-pillar (sibling build-pillar at /how-to-build-per-location-mmm-for-multi-store-marketing-budget-allocation) + per-canonical-per-stream-handoff-to-per-location-mmm-driven-budget-recommendation-engine-build-pillar (sibling build-pillar at /how-to-build-per-location-mmm-driven-budget-recommendation-engine) + per-canonical-per-stream-handoff-to-per-location-multi-model-attribution-build-pillar (sibling build-pillar at /how-to-build-per-location-multi-model-attribution-at-multi-store-scale) + per-canonical-per-stream-handoff-to-per-location-cross-channel-attribution-rollup-build-pillar (sibling build-pillar at /how-to-build-per-location-cross-channel-attribution-rollup-for-franchise-reporting) + per-canonical-per-stream-handoff-to-marketing-stack-integration-health-build-pillar (sibling build-pillar at /how-to-build-marketing-stack-integration-health-for-multi-vendor-campaign-operations) + per-canonical-per-stream-handoff-to-per-location-metric-ingestion-build-pillar (sibling build-pillar at /how-to-build-per-location-metric-ingestion-across-10-15-sources-per-location) + per-canonical-per-stream-handoff-to-root-cause-attribution-sketch-build-pillar (sibling build-pillar at /how-to-build-root-cause-attribution-sketch-for-multi-location-kpi-diagnosis) + per-canonical-per-stream-handoff-to-multi-location-crisis-detection-build-pillar (sibling build-pillar at /how-to-build-multi-location-crisis-detection) + per-canonical-per-stream-handoff-to-five-destination-routing-build-pillar (sibling build-pillar at /how-to-build-five-destination-routing-for-ai-decision-approval) + per-canonical-per-stream-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-stream-handoff-to-routing-audit-trail-build-pillar (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-stream-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-stream-handoff-to-multi-tool-alert-deduplication (sibling commercial at /multi-tool-alert-deduplication) + per-canonical-per-stream-handoff-to-alert-noise-reduction (sibling commercial at /alert-noise-reduction) + per-canonical-per-stream-handoff-to-customer-engagement-analytics (sibling commercial at /customer-engagement-analytics) + per-canonical-per-stream-handoff-to-customer-journey-tracking (sibling commercial at /customer-journey-tracking). Per-anomaly-detection-agent-canonical-bundle integrates the nine-alert-stream-coverage skill with sibling skills on the same anomaly-detection agent: per-canonical-nine-alert-stream-coverage (this skill) + per-canonical-cross-stream-correlation + per-canonical-multi-stream-severity-routing + per-canonical-predictive-anomaly-forecasting + per-canonical-multi-location-marketing-forecasting + per-canonical-nine-stream-marketing-anomaly-coverage + per-canonical-predictive-analytics-customer-retention. Per-canonical-end-to-end-SLA runs per-canonical-per-stream-detector-stack-fit-to-cross-stream-correlation-resolve-to-severity-routing-to-compliance-gate-to-FBC-SLA canonical-SLA.

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

Per-portfolio per-stream per-canonical-audit-trail runs per-portfolio per-canonical-per-stream-canonical-audit-record (per-alert-decision-ID + per-banner-pointer + per-location-pointer + per-9-canonical-stream-snapshot + per-classical-statistical-detector-snapshot (z-score + modified-z-score-MAD + Grubbs + Dixon-Q + Tukey-IQR + Mahalanobis + Hotelling-T-squared + Chi-square + Kolmogorov-Smirnov + Wasserstein) + per-time-series-decomposition-snapshot (STL + Holt-Winters + Prophet + NeuralProphet + BSTS + Theta + X-13-ARIMA-SEATS + TBATS) + per-changepoint-detection-snapshot (PELT + Bayesian-BOCPD + CUSUM + EWMA + Page-Hinkley + ADWIN + binary-segmentation + kernel-changepoint) + per-ML-detector-snapshot (Isolation-Forest + Robust-Random-Cut-Forest + One-Class-SVM + LOF + DBSCAN + HDBSCAN + Autoencoder + Variational-Autoencoder + LSTM-Autoencoder + Transformer-Autoencoder + XGBoost-LightGBM-CatBoost) + per-Bayesian-detector-snapshot (Stan + PyMC + NumPyro + CausalImpact) + per-multi-LLM-detector-snapshot + per-rule-based-detector-snapshot + per-Monte-Carlo-simulation-snapshot + per-walk-forward-validation-snapshot + per-precision-recall-F1-MTTD-evaluation-snapshot + per-detector-confidence-tier-snapshot + per-cross-stream-pairwise-Pearson-Spearman-Kendall-snapshot + per-DTW-snapshot + per-Granger-causality-snapshot + per-VAR-snapshot + per-VECM-snapshot + per-Cointegration-Engle-Granger-Johansen-snapshot + per-Transfer-Entropy-snapshot + per-mutual-information-snapshot + per-cross-spectral-coherence-snapshot + per-IRF-snapshot + per-correlation-confidence-tier-snapshot + per-severity-tier-snapshot + per-severity-derivation-snapshot + per-routing-destination-snapshot (Slack + MS-Teams + PagerDuty + OpsGenie + VictorOps + Splunk-On-Call + FireHydrant + incident.io + Zendesk + Jira + Linear + email-digest + SMS + push + AsyncAPI + five-destination-routing-handoff + multi-stream-severity-routing-handoff) + per-routing-priority-SLA-snapshot + per-escalation-timer-snapshot + per-fallback-action-snapshot + per-canary-rollout-snapshot + per-shadow-mode-snapshot + per-rollback-snapshot + per-multi-stakeholder-approval-snapshot + per-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-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-snapshot + per-LGPD-snapshot + per-DPDP-snapshot + per-PIPEDA-snapshot + per-CASL-snapshot + per-COPPA-snapshot + per-EU-AI-Act-Article-50-snapshot + per-EU-AI-Act-Article-13-Article-14-Article-15-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-FBC-realized-vs-predicted-TP-FP-MTTD-MTTR-snapshot + per-FBC-alert-fatigue-detection-snapshot + per-FBC-per-detector-recalibration-snapshot + per-FBC-severity-tier-routing-destination-recalibration-snapshot + per-FBC-pattern-learning-snapshot + per-FBC-emerging-anomaly-detection-snapshot + per-FBC-model-drift-snapshot + per-FBC-model-retraining-trigger-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-Made-in-USA + per-canonical-FTC-Negative-Option-ROSCA + per-canonical-FTC-MAP + per-canonical-CFPB-UDAAP + per-canonical-FDA-21-CFR-Part-101 + 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-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-LGPD-ANPD + per-canonical-DPDP-India + per-canonical-PIPEDA-OPC + per-canonical-CASL-CRTC + per-canonical-COPPA + per-canonical-EU-AI-Act-Article-50 + per-canonical-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-NIST-AI-RMF + 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-stream-detector-stack-rewind + per-canonical-per-stream-cross-stream-correlation-rewind + per-canonical-per-stream-severity-routing-rewind + per-canonical-per-stream-compliance-gate-rewind + per-canonical-per-stream-canary-rollout-rewind + per-canonical-per-stream-multi-stakeholder-approval-rewind + per-canonical-per-stream-replay-confidence-tier + per-canonical-per-stream-replay-explainability.

Engage the anomaly-detection agent

Per-portfolio per-banner per-location per-stream per-canonical-9-stream-pointer + per-canonical-per-stream-detector-stack-spec + per-canonical-per-stream-cross-stream-correlation-spec + per-canonical-per-stream-severity-routing-spec + per-canonical-per-stream-compliance-gate-spec + per-canonical-per-stream-FBC-feedback-loop + per-canonical-per-stream-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-data-observability-anomaly-vendor + per-APM-incident-mgmt-vendor + per-product-analytics-vendor + per-cloud-monitoring-vendor primitive.

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