Measure swarm · Anomaly-Detection Agent · Predictive-anomaly-forecasting skill · Build pillar · Published July 12, 2026

How to architect marketing forecasting across the 9 streams

This guide explains how to architect the predictive-anomaly-forecasting skill on the anomaly-detection agent end-to-end at multi-stream multi-portfolio forecasting scale: per-portfolio per-banner per-stream per-canonical-9-stream-pointer + per-canonical-forecast-model-stack-spec + per-canonical-per-horizon-forecast-generation-spec + per-canonical-cross-stream-correlation-spec + per-canonical-forecast-compliance-gate-spec + per-canonical-multi-LLM-pre-publish-check + per-canonical-FBC-feedback-loop + per-canonical-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-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-forecast-model-stack-spec — per-ARIMA + per-SARIMA + per-ETS-Holt-Winters + per-Theta + per-canonical-classical + per-Prophet-Meta + per-NeuralProphet + per-PyMC-Marketing + per-Stan + per-canonical-Bayesian + per-XGBoost-LightGBM-CatBoost-ensemble + per-LSTM-GRU + per-Transformer-Temporal-Fusion-Transformer-TFT + per-DeepAR-AWS + per-N-BEATS + per-NHITS + per-PatchTST + per-multi-LLM-ensemble + per-hierarchical-reconciliation-bottom-up-top-down-middle-out + per-MAPE-WAPE-RMSE-MAE-evaluation + per-rolling-window-out-of-sample-validation + per-walk-forward-validation + per-model-stack-confidence-tier + per-model-stack-explainability.
Per-canonical-per-horizon-forecast-generation-spec + per-cross-stream-correlation-spec — per-1-day + per-7-day + per-30-day + per-90-day + per-180-day + per-365-day + per-Bayesian-posterior-prediction-interval + per-Monte-Carlo-simulation-prediction-interval + per-bootstrap-resampling-prediction-interval + per-quantile-regression-prediction-interval + per-forecast-handoff-to-cross-stream-correlation + per-forecast-handoff-to-anomaly-detection + per-forecast-handoff-to-MMM-driven-budget-recommendation-engine + per-forecast-confidence-tier + per-forecast-explainability + per-pairwise-Pearson-Spearman-Kendall-Tau-correlation + per-DTW + per-Granger-causality-test + per-VAR + per-VECM + per-Cointegration-Engle-Granger-Johansen + per-Transfer-Entropy + per-mutual-information + per-cross-spectral-analysis + per-coherence-spectrum + per-impulse-response-function-IRF + per-correlation-confidence-tier + per-correlation-explainability.
Per-canonical-forecast-compliance-gate-spec + per-multi-LLM-pre-publish-check — per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FDD-Item-19-FPR + per-FINRA-2210 + per-CFPB-UDAAP + per-SEC-Regulation-S-K-forward-looking-statement + per-SOX-Section-302-CEO-CFO-certification + per-SOX-Section-404-internal-control-attestation + per-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001-AI-management-system + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-multi-LLM-ensemble + per-forecast-claim-substantiation + per-prediction-interval-presentation-cross-check + per-causal-claim-vs-correlation-disambiguation + per-FTC-substantiation-cross-check + per-FTC-MARS-cross-check + per-FDD-Item-19-FPR-cross-check + per-FINRA-2210-cross-check + per-CFPB-UDAAP-cross-check + per-SEC-Reg-S-K-cross-check + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought.
Per-canonical-FBC-feedback + per-audit-trail + per-cross-skill-handoff — per-realized-vs-forecast-MAPE-WAPE-RMSE-MAE + per-realized-vs-forecast-coverage-of-prediction-interval + per-realized-vs-forecast-quantile-loss + per-classical-time-series-recalibration + per-Bayesian-prior-recalibration + per-XGBoost-LightGBM-CatBoost-recalibration + per-Transformer-Temporal-Fusion-Transformer-recalibration + per-DeepAR-recalibration + per-N-BEATS-NHITS-PatchTST-recalibration + per-hierarchical-reconciliation-recalibration + per-cross-stream-correlation-recalibration + per-pattern-learning + per-emerging-stream-detection + per-model-drift-detection + per-model-retraining-trigger + per-per-stream-canonical-audit-record + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FDD-Item-19-FPR + per-FINRA-2210 + per-CFPB-UDAAP + per-SEC-Reg-S-K + per-SOX-Section-302 + per-SOX-Section-404 + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-SOC-2-Type-II + per-immutable-WORM + per-7-year-IRS-tax-retention + per-SEC-7-year-revenue-recognition-retention + per-handoff-to-14-sibling-skills.

Why per-vendor-Anaplan-account-flat-time-series-forecast breaks at multi-stream multi-portfolio forecasting scale

Per-vendor-Anaplan-canonical-account-flat-time-series-forecast ships per-account per-flat-time-series-forecast primitive. Per-vendor-Pigment + Workday-Adaptive + Vena + Planful + Oracle-Hyperion + SAP-Analytics-Cloud + Prophet-Meta + statsforecast-Nixtla + NeuralProphet + DeepAR-AWS + Temporal-Fusion-Transformer + Anodot + Datadog + Monte-Carlo + Anomalo + Acceldata-canonical-account-flat-time-series-forecast ship per-vendor per-native account-flat-time-series-forecast primitives.

At 1-account-1-flat-time-series-forecast scale per-account per-flat-time-series-forecast primitive is enough. At multi-stream multi-portfolio forecasting scale per-per-stream-forecast-model-stack-spec + per-per-stream-per-horizon-forecast-generation-spec + per-per-stream-cross-stream-correlation-spec + per-per-stream-forecast-compliance-gate-spec + per-per-stream-multi-LLM-pre-publish-check + per-per-stream-FBC-feedback-loop + per-per-stream-audit-trail.

Per-account-flat-time-series-forecast + per-per-stream-forecast-model-stack-blind + per-per-stream-per-horizon-forecast-generation-blind + per-per-stream-cross-stream-correlation-blind + per-per-stream-forecast-compliance-gate-blind + per-per-stream-multi-LLM-pre-publish-blind + per-per-stream-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-FDD-Item-19-FPR-blind + per-FINRA-2210-blind + per-CFPB-UDAAP-blind + per-SEC-Reg-S-K-blind + per-SOX-Section-302-blind + per-SOX-Section-404-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-SEC-7-year-revenue-recognition-retention-blind.

The operator-side architecture above per-vendor-flat-time-series-forecast primitive is canonical-per-stream-forecast-model-stack-spec + per-per-stream-per-horizon-forecast-generation-spec + per-per-stream-cross-stream-correlation-spec + per-per-stream-forecast-compliance-gate-spec + per-per-stream-multi-LLM-pre-publish-check + per-per-stream-FBC-feedback-loop + per-per-stream-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-EPM-FP-A-forecasting-vendor

Anaplan, Pigment, Workday Adaptive Planning, Vena, Planful, Oracle Hyperion, SAP Analytics Cloud, OneStream, Board, Jedox, Prophix, IBM Planning Analytics, Cube. Per-account per-flat-time-series-forecast primitive. Per-canonical-per-stream-9-stream-pointer-canonical-per-stream-forecast-model-stack-canonical-per-stream-per-horizon-forecast-generation-canonical-per-stream-cross-stream-correlation-canonical-per-stream-forecast-compliance-gate-canonical-per-stream-multi-LLM-pre-publish-canonical-per-stream-FBC-feedback-canonical-per-stream-audit-trail is not the primitive.

Per-platform per-time-series-ML-vendor

Prophet (Meta), NeuralProphet, statsforecast (Nixtla), mlforecast (Nixtla), neuralforecast (Nixtla), hierarchicalforecast (Nixtla), DeepAR (AWS), Temporal Fusion Transformer (Google), N-BEATS, NHITS, PatchTST, Informer, Autoformer, GluonTS, Darts, TBATS, sktime, tsfresh. Per-account per-time-series-model primitive. Per-canonical-per-stream-classical-time-series-model-canonical-per-stream-Bayesian-time-series-model-canonical-per-stream-XGBoost-LightGBM-CatBoost-ensemble-canonical-per-stream-deep-learning-recurrent-LSTM-GRU-canonical-per-stream-deep-learning-Transformer-Temporal-Fusion-Transformer-TFT-canonical-per-stream-deep-learning-DeepAR-AWS-canonical-per-stream-N-BEATS-canonical-per-stream-NHITS-canonical-per-stream-PatchTST-canonical-per-stream-multi-LLM-ensemble-canonical-per-stream-hierarchical-reconciliation-bottom-up-top-down-middle-out-canonical-per-stream-MAPE-WAPE-RMSE-MAE-evaluation-canonical-per-stream-rolling-window-out-of-sample-validation-canonical-per-stream-walk-forward-validation-canonical-per-stream-model-stack-confidence-tier-canonical-per-stream-model-stack-explainability is not the primitive.

Per-platform per-anomaly-detection-vendor

Anodot, Datadog Watchdog, Monte Carlo, Anomalo, Acceldata, Lightup, Bigeye, Soda, Sigma Computing Anomaly Detection, Tableau Pulse, Mixpanel Anomaly Detection, Amplitude Anomaly Detection, Looker Anomaly Detection. Per-account per-flat-anomaly-detection primitive. Per-canonical-per-stream-cross-stream-correlation-canonical-per-stream-pairwise-Pearson-Spearman-Kendall-Tau-correlation-canonical-per-stream-Dynamic-Time-Warping-DTW-canonical-per-stream-Granger-causality-test-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-analysis-canonical-per-stream-coherence-spectrum-canonical-per-stream-impulse-response-function-IRF is not the primitive.

Per-platform per-financial-forecast-compliance-vendor

Workiva, Trintech Cadency, BlackLine, Adra Suite (Trintech), Vena Disclosure Management, FloQast, Vertex Cloud, Avalara, Sage Intacct, NetSuite SuiteAnalytics, Microsoft Power BI, Tableau, Domo, Looker. Per-account per-flat-financial-report primitive. Per-canonical-per-stream-FTC-substantiation-doctrine-canonical-per-stream-FTC-MARS-canonical-per-stream-FTC-AI-disclosure-canonical-per-stream-FDD-Item-19-financial-performance-representation-canonical-per-stream-FINRA-2210-canonical-per-stream-CFPB-UDAAP-canonical-per-stream-SEC-Regulation-S-K-forward-looking-statement-canonical-per-stream-SOX-Section-302-CEO-CFO-certification-canonical-per-stream-SOX-Section-404-internal-control-attestation-canonical-per-stream-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP-canonical-per-stream-EU-AI-Act-Article-13-Article-14-Article-15-canonical-per-stream-NIST-AI-RMF-canonical-per-stream-ISO-42001-AI-management-system-canonical-per-stream-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code is not the primitive.

How the architecture is built

Per-portfolio per-banner per-stream per-canonical-9-stream-pointer-substrate. Per-9-canonical-stream canonical-stream.
Per-portfolio per-canonical-forecast-model-stack-spec. Per-classical-time-series + per-Bayesian-time-series + per-XGBoost-LightGBM-CatBoost + per-LSTM-GRU + per-Transformer-TFT + per-DeepAR + per-N-BEATS-NHITS-PatchTST + per-multi-LLM-ensemble + per-hierarchical-reconciliation + per-MAPE-WAPE-RMSE-MAE-evaluation + per-rolling-window + per-walk-forward + per-model-stack-confidence-tier + per-model-stack-explainability canonical-model-stack.
Per-portfolio per-canonical-per-horizon-forecast-generation-spec. Per-6-horizon (1/7/30/90/180/365-day) + per-Bayesian-posterior-prediction-interval + per-Monte-Carlo + per-bootstrap-resampling + per-quantile-regression + per-forecast-handoff-to-cross-stream-correlation + per-forecast-handoff-to-anomaly-detection + per-forecast-handoff-to-MMM-budget-recommendation + per-forecast-confidence-tier + per-forecast-explainability canonical-horizon.
Per-portfolio per-canonical-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-analysis + per-coherence-spectrum + per-impulse-response-function-IRF + per-correlation-confidence-tier + per-correlation-explainability canonical-correlation.
Per-portfolio per-canonical-forecast-compliance-gate-spec. Per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FDD-Item-19-FPR + per-FINRA-2210 + per-CFPB-UDAAP + per-SEC-Reg-S-K + per-SOX-Section-302 + per-SOX-Section-404 + per-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP + 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-multi-LLM-pre-publish-check. Per-multi-LLM-ensemble + per-forecast-claim-substantiation + per-prediction-interval-presentation-cross-check + per-causal-vs-correlation-disambiguation + per-FTC-substantiation-cross-check + per-FTC-MARS-cross-check + per-FDD-Item-19-FPR-cross-check + per-FINRA-2210-cross-check + per-CFPB-UDAAP-cross-check + per-SEC-Reg-S-K-cross-check + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought canonical-LLM.
Per-portfolio per-canonical-FBC-feedback-loop. Per-realized-vs-forecast-MAPE-WAPE-RMSE-MAE + per-coverage-of-prediction-interval + per-quantile-loss + per-classical-time-series-recalibration + per-Bayesian-prior-recalibration + per-XGBoost-LightGBM-CatBoost-recalibration + per-Transformer-TFT-recalibration + per-DeepAR-recalibration + per-N-BEATS-NHITS-PatchTST-recalibration + per-hierarchical-reconciliation-recalibration + per-cross-stream-correlation-recalibration + per-pattern-learning + per-emerging-stream-detection + per-model-drift-detection + per-model-retraining-trigger canonical-FBC.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-stream-canonical-audit-record + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FDD-Item-19-FPR + per-FINRA-2210 + per-CFPB-UDAAP + per-SEC-Reg-S-K + per-SOX-Section-302 + per-SOX-Section-404 + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-SOC-2-Type-II + per-immutable-WORM + per-7-year-IRS-tax-retention + per-SEC-7-year-revenue-recognition-retention canonical-audit.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-14-sibling-skills canonical-handoff.
Per-portfolio per-anomaly-detection-agent-canonical-bundle. Per-predictive-anomaly-forecasting + per-multi-location-marketing-forecasting + per-nine-stream-marketing-anomaly-coverage + per-predictive-analytics-customer-retention + per-cross-stream-correlation + per-multi-stream-severity-routing + per-per-stream-anomaly-detection-isolation-forest + per-per-stream-anomaly-detection-Bayesian-changepoint + per-per-stream-anomaly-alerting canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-per-stream-model-stack-fit-to-per-horizon-forecast-generate-to-prediction-interval-resolve-to-cross-stream-correlation-resolve-to-anomaly-detection-handoff-to-MMM-budget-recommendation-handoff-to-forecast-compliance-gate-to-multi-LLM-pre-publish-to-present-to-FBC-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-replay-spec + per-replay-trace + per-replay-decision + per-per-stream-forecast-rewind canonical-replay.

Frequently asked questions

What is per-stream marketing forecasting across the 9 streams at multi-portfolio scale?

Per-stream marketing forecasting runs per-portfolio per-banner 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-forecast-model-stack-spec + per-canonical-per-stream-per-horizon-forecast-generation-spec + per-canonical-per-stream-cross-stream-correlation-spec + per-canonical-per-stream-forecast-compliance-gate-spec + per-canonical-per-stream-multi-LLM-pre-publish-check + per-canonical-per-stream-FBC-feedback-loop + per-canonical-per-stream-audit-trail + per-portfolio audit-trail.

Why does per-vendor-Anaplan-canonical-account-flat-time-series-forecast break at multi-stream multi-portfolio forecasting scale?

Per-vendor-Anaplan-canonical-account-flat-time-series-forecast ships per-account per-flat-time-series-forecast primitive. Per-vendor-Pigment-canonical + per-Workday-Adaptive-canonical + per-Vena-canonical + per-Planful-canonical + per-Oracle-Hyperion-canonical + per-SAP-Analytics-Cloud-canonical + per-Prophet-Meta-canonical + per-statsforecast-Nixtla-canonical + per-NeuralProphet-canonical + per-DeepAR-AWS-canonical + per-Temporal-Fusion-Transformer-canonical + per-Anodot-canonical + per-Datadog-canonical + per-Monte-Carlo-canonical + per-Anomalo-canonical + per-Acceldata-canonical-account-flat-time-series-forecast ship per-vendor per-native account-flat-time-series-forecast primitives. At 1-account-1-flat-time-series-forecast scale per-account per-flat-time-series-forecast primitive is enough. At multi-stream multi-portfolio forecasting scale per-canonical-per-stream-forecast-model-stack-spec + per-canonical-per-stream-per-horizon-forecast-generation-spec + per-canonical-per-stream-cross-stream-correlation-spec + per-canonical-per-stream-forecast-compliance-gate-spec + per-canonical-per-stream-multi-LLM-pre-publish-check + per-canonical-per-stream-FBC-feedback-loop + per-canonical-per-stream-audit-trail.

How does per-stream forecast-model-stack + per-horizon forecast-generation work?

Per-portfolio per-banner per-stream per-canonical-forecast-model-stack-spec runs per-portfolio per-canonical-per-stream-classical-time-series-model (per-ARIMA + per-SARIMA + per-ETS-Holt-Winters + per-Theta + per-canonical-classical) + per-canonical-per-stream-Bayesian-time-series-model (per-Prophet-Meta + per-NeuralProphet + per-PyMC-Marketing + per-Stan + per-canonical-Bayesian) + per-canonical-per-stream-XGBoost-LightGBM-CatBoost-ensemble + per-canonical-per-stream-deep-learning-recurrent-LSTM-GRU + per-canonical-per-stream-deep-learning-Transformer-Temporal-Fusion-Transformer-TFT + per-canonical-per-stream-deep-learning-DeepAR-AWS + per-canonical-per-stream-N-BEATS + per-canonical-per-stream-NHITS + per-canonical-per-stream-PatchTST + per-canonical-per-stream-multi-LLM-ensemble + per-canonical-per-stream-hierarchical-reconciliation-bottom-up-top-down-middle-out + per-canonical-per-stream-MAPE-WAPE-RMSE-MAE-evaluation + per-canonical-per-stream-rolling-window-out-of-sample-validation + per-canonical-per-stream-walk-forward-validation + per-canonical-per-stream-model-stack-confidence-tier + per-canonical-per-stream-model-stack-explainability. Per-canonical-per-stream-per-horizon-forecast-generation-spec runs per-portfolio per-canonical-per-stream-per-horizon-1-day + per-canonical-per-stream-per-horizon-7-day + per-canonical-per-stream-per-horizon-30-day + per-canonical-per-stream-per-horizon-90-day + per-canonical-per-stream-per-horizon-180-day + per-canonical-per-stream-per-horizon-365-day + per-canonical-per-stream-Bayesian-posterior-prediction-interval + per-canonical-per-stream-Monte-Carlo-simulation-prediction-interval + per-canonical-per-stream-bootstrap-resampling-prediction-interval + per-canonical-per-stream-quantile-regression-prediction-interval + per-canonical-per-stream-forecast-handoff-to-cross-stream-correlation-skill (sibling commercial at /cross-stream-correlation) + per-canonical-per-stream-forecast-handoff-to-anomaly-detection (parent agent) + per-canonical-per-stream-forecast-handoff-to-per-location-mmm-driven-budget-recommendation-engine (sibling build-pillar at /how-to-build-per-location-mmm-driven-budget-recommendation-engine) + per-canonical-per-stream-forecast-confidence-tier + per-canonical-per-stream-forecast-explainability.

What does per-stream cross-stream-correlation + forecast-compliance-gate work?

Per-portfolio per-banner per-stream per-canonical-cross-stream-correlation-spec runs per-portfolio per-canonical-per-stream-pairwise-Pearson-Spearman-Kendall-Tau-correlation + per-canonical-per-stream-Dynamic-Time-Warping-DTW + per-canonical-per-stream-Granger-causality-test + 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-analysis + per-canonical-per-stream-coherence-spectrum + per-canonical-per-stream-impulse-response-function-IRF + per-canonical-per-stream-correlation-confidence-tier + per-canonical-per-stream-correlation-explainability + per-canonical-per-stream-correlation-handoff-to-cross-stream-correlation-build-pillar (sibling at /how-to-build-cross-stream-correlation-for-marketing-anomaly-diagnosis). Per-canonical-per-stream-forecast-compliance-gate-spec runs per-portfolio per-canonical-per-stream-FTC-substantiation-doctrine + per-canonical-per-stream-FTC-MARS-multi-location-substantiation + per-canonical-per-stream-FTC-AI-disclosure + per-canonical-per-stream-FDD-Item-19-financial-performance-representation + per-canonical-per-stream-FINRA-2210 + per-canonical-per-stream-CFPB-UDAAP + per-canonical-per-stream-SEC-Regulation-S-K-forward-looking-statement + 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-GDPR-PIPEDA-CASL-LGPD-DPDP + 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-AI-management-system + 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 multi-LLM-pre-publish + FBC-feedback + cross-skill-handoff do?

Per-portfolio per-stream per-canonical-multi-LLM-pre-publish-check runs per-portfolio per-canonical-multi-LLM-ensemble + per-canonical-per-stream-LLM-forecast-claim-substantiation + per-canonical-per-stream-LLM-prediction-interval-presentation-cross-check + per-canonical-per-stream-LLM-causal-claim-vs-correlation-disambiguation + per-canonical-per-stream-LLM-FTC-substantiation-doctrine + per-canonical-per-stream-LLM-FTC-MARS + per-canonical-per-stream-LLM-FDD-Item-19-FPR + per-canonical-per-stream-LLM-FINRA-2210 + per-canonical-per-stream-LLM-CFPB-UDAAP + per-canonical-per-stream-LLM-SEC-Reg-S-K-forward-looking-statement + per-canonical-per-stream-LLM-confidence-scoring + per-canonical-per-stream-LLM-self-consistency-cross-check + per-canonical-per-stream-LLM-chain-of-thought-extraction. Per-canonical-per-stream-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-stream-realized-vs-forecast-mean-absolute-percentage-error-MAPE + per-canonical-FBC-per-stream-realized-vs-forecast-WAPE + per-canonical-FBC-per-stream-realized-vs-forecast-RMSE + per-canonical-FBC-per-stream-realized-vs-forecast-MAE + per-canonical-FBC-per-stream-realized-vs-forecast-coverage-of-prediction-interval + per-canonical-FBC-per-stream-realized-vs-forecast-quantile-loss + per-canonical-FBC-per-stream-classical-time-series-model-recalibration + per-canonical-FBC-per-stream-Bayesian-prior-recalibration + per-canonical-FBC-per-stream-XGBoost-LightGBM-CatBoost-recalibration + per-canonical-FBC-per-stream-Transformer-Temporal-Fusion-Transformer-recalibration + per-canonical-FBC-per-stream-DeepAR-recalibration + per-canonical-FBC-per-stream-N-BEATS-NHITS-PatchTST-recalibration + per-canonical-FBC-per-stream-hierarchical-reconciliation-recalibration + per-canonical-FBC-per-stream-cross-stream-correlation-recalibration + per-canonical-FBC-per-stream-pattern-learning + per-canonical-FBC-per-stream-emerging-stream-detection + 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-multi-location-marketing-forecasting (parent commercial pillar at /multi-location-marketing-forecasting) + per-canonical-per-stream-handoff-to-anomaly-detection (parent agent) + per-canonical-per-stream-handoff-to-nine-stream-marketing-anomaly-coverage (sibling commercial at /nine-stream-marketing-anomaly-coverage) + per-canonical-per-stream-handoff-to-predictive-analytics-customer-retention (sibling commercial at /predictive-analytics-customer-retention) + per-canonical-per-stream-handoff-to-cross-stream-correlation-skill (sibling build-pillar at /how-to-build-cross-stream-correlation-for-marketing-anomaly-diagnosis) + per-canonical-per-stream-handoff-to-multi-stream-severity-routing-skill (sibling build-pillar at /how-to-build-multi-stream-severity-routing-for-anomaly-detection-and-compliance-ops) + per-canonical-per-stream-handoff-to-per-location-mmm-driven-budget-recommendation-engine (sibling build-pillar) + per-canonical-per-stream-handoff-to-attribution-rollup (sibling build-pillar at /how-to-build-per-location-cross-channel-attribution-rollup-for-franchise-reporting) + per-canonical-per-stream-handoff-to-per-location-metric-ingestion (sibling build-pillar at /how-to-build-per-location-metric-ingestion-across-10-15-sources-per-location) + per-canonical-per-stream-handoff-to-integration-health-monitoring (sibling build-pillar at /how-to-build-marketing-stack-integration-health-for-multi-vendor-campaign-operations) + per-canonical-per-stream-handoff-to-routing-audit-trail (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-stream-handoff-to-versioned-history-regulatory-defense (sibling build-pillar at /how-to-build-versioned-history-regulatory-defense-for-multi-location-operators) + per-canonical-per-stream-handoff-to-customer-data-graph + per-canonical-per-stream-handoff-to-brand-voice-management + per-canonical-per-stream-handoff-to-forbidden-phrase-library.

What does per-stream audit-trail + per-anomaly-detection-agent-canonical-bundle do?

Per-portfolio per-stream per-canonical-audit-trail runs per-portfolio per-canonical-per-stream-canonical-audit-record (per-forecast-run-ID + per-banner-pointer + per-stream-pointer + per-9-stream-snapshot + per-classical-time-series-model-snapshot + per-Bayesian-time-series-model-snapshot + per-XGBoost-LightGBM-CatBoost-snapshot + per-recurrent-LSTM-GRU-snapshot + per-Transformer-TFT-snapshot + per-DeepAR-snapshot + per-N-BEATS-NHITS-PatchTST-snapshot + per-multi-LLM-ensemble-snapshot + per-hierarchical-reconciliation-snapshot + per-MAPE-WAPE-RMSE-MAE-evaluation-snapshot + per-rolling-window-out-of-sample-validation-snapshot + per-walk-forward-validation-snapshot + per-model-stack-confidence-tier + per-model-stack-explainability + per-1-7-30-90-180-365-day-horizon-snapshot + per-Bayesian-posterior-prediction-interval-snapshot + per-Monte-Carlo-simulation-prediction-interval-snapshot + per-bootstrap-resampling-prediction-interval-snapshot + per-quantile-regression-prediction-interval-snapshot + per-cross-stream-correlation-handoff-snapshot + per-anomaly-detection-handoff-snapshot + per-MMM-driven-budget-recommendation-handoff-snapshot + per-forecast-confidence-tier + per-forecast-explainability + per-pairwise-Pearson-Spearman-Kendall-Tau-correlation-snapshot + per-DTW-snapshot + per-Granger-causality-test-snapshot + per-VAR-snapshot + per-VECM-snapshot + per-Cointegration-Engle-Granger-Johansen-snapshot + per-Transfer-Entropy-snapshot + per-mutual-information-snapshot + per-cross-spectral-analysis-snapshot + per-coherence-spectrum-snapshot + per-impulse-response-function-IRF-snapshot + per-correlation-confidence-tier + per-correlation-explainability + per-FTC-substantiation-doctrine-snapshot + per-FTC-MARS-snapshot + per-FTC-AI-disclosure-snapshot + per-FDD-Item-19-FPR-snapshot + per-FINRA-2210-snapshot + per-CFPB-UDAAP-snapshot + per-SEC-Reg-S-K-forward-looking-snapshot + per-SOX-Section-302-CEO-CFO-certification-snapshot + per-SOX-Section-404-internal-control-attestation-snapshot + per-CCPA-CPRA-GDPR-PIPEDA-CASL-LGPD-DPDP-snapshot + per-EU-AI-Act-Article-13-Article-14-Article-15-snapshot + per-NIST-AI-RMF-snapshot + per-ISO-42001-AI-management-system-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier + per-compliance-explainability + per-multi-LLM-pre-publish-record + per-realized-MAPE-record + per-realized-WAPE-record + per-realized-RMSE-record + per-realized-MAE-record + per-realized-coverage-of-prediction-interval-record + per-realized-quantile-loss-record + per-FBC-feedback per-canonical-audit-record) + per-canonical-FTC-substantiation-doctrine + per-canonical-FTC-MARS-multi-location-substantiation + per-canonical-FTC-AI-disclosure + per-canonical-FDD-Item-19-FPR + per-canonical-FINRA-2210 + per-canonical-CFPB-UDAAP + per-canonical-SEC-Regulation-S-K-forward-looking-statement + per-canonical-SOX-Section-302-CEO-CFO-certification + per-canonical-SOX-Section-404-internal-control-attestation + per-canonical-CCPA-CPRA-DSAR + per-canonical-GDPR-DPIA + per-canonical-LGPD-ANPD + per-canonical-DPDP-India + per-canonical-PIPEDA-OPC + per-canonical-CASL-CRTC + per-canonical-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-NIST-AI-RMF + per-canonical-ISO-42001-AI-management-system + per-canonical-SOC-2-Type-II + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-SEC-7-year-revenue-recognition-retention. Per-anomaly-detection-agent-canonical-bundle integrates the predictive-anomaly-forecasting skill with sibling skills on the same anomaly-detection agent: per-canonical-predictive-anomaly-forecasting (this skill) + per-canonical-multi-location-marketing-forecasting (parent commercial pillar) + per-canonical-nine-stream-marketing-anomaly-coverage (sibling commercial) + per-canonical-predictive-analytics-customer-retention (sibling commercial) + per-canonical-cross-stream-correlation (sibling build-pillar) + per-canonical-multi-stream-severity-routing (sibling build-pillar) + per-canonical-per-stream-anomaly-detection-isolation-forest (sibling) + per-canonical-per-stream-anomaly-detection-Bayesian-changepoint (sibling) + per-canonical-per-stream-anomaly-alerting (sibling). Per-canonical-end-to-end-SLA runs per-canonical-per-stream-model-stack-fit-to-per-horizon-forecast-generate-to-prediction-interval-resolve-to-cross-stream-correlation-resolve-to-anomaly-detection-handoff-to-MMM-budget-recommendation-handoff-to-forecast-compliance-gate-to-multi-LLM-pre-publish-to-present-to-FBC-SLA canonical-SLA.

Engage the anomaly-detection agent

Per-portfolio per-banner per-stream per-canonical-9-stream-pointer + per-canonical-forecast-model-stack-spec + per-canonical-per-horizon-forecast-generation-spec + per-canonical-cross-stream-correlation-spec + per-canonical-forecast-compliance-gate-spec + per-canonical-multi-LLM-pre-publish-check + per-canonical-FBC-feedback-loop + per-canonical-audit-trail + per-portfolio audit-trail shipped as the orchestration layer above your existing per-EPM-FP-A-forecasting-vendor + per-time-series-ML-vendor + per-anomaly-detection-vendor + per-financial-forecast-compliance-vendor primitive.

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