Capture-demand swarm · Paid-Social-Creative Agent · Creative-fatigue-detection skill · Build pillar · Published July 28, 2026

How to build per-location creative fatigue detection at multi-location scale

This guide explains how to architect the creative-fatigue-detection skill on the paid-social-creative agent end-to-end at multi-location creative-fatigue scale: per-portfolio per-banner per-location per-creative per-canonical-fatigue-signal-pointer + per-canonical-fatigue-detection-model-stack-spec + per-canonical-refresh-trigger-routing-spec + per-canonical-compliance-gate-spec + per-canonical-FBC-feedback-loop + per-canonical-audit-trail + per-portfolio-audit-trail.

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What you will build

Per-portfolio per-banner per-location per-creative per-canonical-fatigue-signal-pointer across 29 fatigue signal types — per-impression-decay + per-CTR-decay + per-CPM-CPC-CPA-inflation + per-CVR-ROAS-decay + per-frequency-saturation + per-Reach-1-3-7-saturation + per-frequency-ceiling-hit + per-unique-reach-decay + per-incremental-reach-decay + per-engagement-rate-decay + per-thumb-stop-rate-decay + per-3-second-video-view-decay + per-25-50-75-95-percent-video-view-decay + per-completion-rate-decay + per-relevance-score-decay + per-quality-ranking-decay + per-engagement-rate-ranking-decay + per-conversion-rate-ranking-decay + per-negative-feedback-rate-spike + per-hide-ad-rate-spike + per-report-ad-rate-spike + per-unfollow-rate-spike + per-channel-policy-violation-spike.
Per-canonical-fatigue-detection-model-stack-spec — per-classical-time-series-decay (exponential + logistic + Weibull + Gompertz + power-law) + per-changepoint-detection (PELT + Bayesian + CUSUM + EWMA + Page-Hinkley + ADWIN) + per-Bayesian-hierarchical-multi-level (Stan + PyMC + NumPyro + bambi + brms-R) + per-XGBoost-LightGBM-CatBoost + per-LSTM-GRU + per-Transformer-TFT + per-N-BEATS-NHITS-PatchTST + per-causal-uplift-CATE (T/S/X/DR-learner + Causal-Forest + BART + CausalML + DoubleML) + per-Synthetic-Control-Method + per-Difference-in-Differences + per-survival-analysis (Kaplan-Meier + Cox-PH + Weibull-AFT) + per-multi-LLM-ensemble + per-SHAP-LIME-PFI + per-rolling-walk-forward-validation + per-precision-recall-F1-ROC-AUC-PR-AUC-Brier + per-fatigue-confidence-tier + per-fatigue-explainability.
Per-canonical-refresh-trigger-routing-spec — per-immediate-pause-route + per-budget-reallocation-route + per-frequency-cap-tighten-route + per-audience-rotation-route + per-bid-cap-tighten-route + per-variant-promote-route + per-new-variant-generation-route + per-format-adapter-rotate-route + per-hook-rotation-route + per-thumbnail-rotation-route + per-CTA-rotation-route + per-music-rotation-route + per-color-palette-rotation-route + per-VO-rotation-route + per-batch-review-route + per-send-to-FBC-route + per-escalate-to-team-lead-route + per-6-stage-canary-rollout + per-shadow-mode + per-rollback + per-multi-stakeholder-approval + per-refresh-trigger-confidence-tier + per-refresh-trigger-explainability.
Per-canonical-compliance-gate-spec + per-canonical-FBC-feedback-loop — per-12-paid-platform-Ad-Policy (Meta + TikTok + Snap + Pinterest + Reddit + LinkedIn + YouTube + Twitter-X + Google + Microsoft Advertising + Amazon + Walmart Connect) + per-FTC-substantiation-doctrine + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Green-Guides + per-FTC-Health-Products-Compliance-Guide + per-FTC-Negative-Option + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101-Part-202 + per-FDA-DSHEA + per-FDA-medical-device + per-FDA-cosmetic + per-USDA-Organic + per-NAD-NARB + per-state-baby-food + per-state-recreational-cannabis + per-DEA + per-ATF + per-CPSC-CPSIA + per-EPA-FIFRA + per-Prop-65 + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-Lanham + per-state-UDTPA + per-state-FRR + per-Robinson-Patman + per-WCAG-2.2-AA + per-Section-508 + per-ADA-Title-III + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-COPPA + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-realized-vs-predicted-fatigue-onset-MAE-MAPE + per-realized-refresh-uplift-vs-CATE + per-control-vs-treatment-realized + per-geo-experiment-realized + per-classical-decay-recalibration + per-changepoint-recalibration + per-Bayesian-prior-recalibration + per-XGBoost-LightGBM-CatBoost-recalibration + per-LSTM-GRU-recalibration + per-Transformer-TFT-recalibration + per-N-BEATS-NHITS-PatchTST-recalibration + per-CATE-recalibration + per-SCM-DiD-recalibration + per-survival-analysis-recalibration + per-pattern-learning + per-emerging-fatigue-signal-detection + per-model-drift-detection + per-model-retraining-trigger.
Per-canonical-cross-skill-handoff + per-canonical-audit-trail — per-handoff-to-28-sibling-skills + per-per-creative-canonical-audit-record + per-SOC-2-Type-II + per-immutable-WORM-storage + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-FDD-retention.

Why per-vendor-Meta-Ads-Manager-account-flat-frequency-cap breaks at multi-location creative-fatigue scale

At 1-account-1-flat-frequency-cap scale per-account per-flat-frequency-cap primitive is enough. At multi-location creative-fatigue scale per-canonical-fatigue-signal-pointer + per-canonical-fatigue-detection-model-stack-spec + per-canonical-refresh-trigger-routing-spec + per-canonical-compliance-gate-spec + per-canonical-FBC-feedback-loop + per-canonical-audit-trail.

Per-account-flat-frequency-cap + per-fatigue-signal-catalog-blind + per-fatigue-detection-model-stack-blind + per-changepoint-detection-blind + per-Bayesian-hierarchical-blind + per-causal-uplift-CATE-blind + per-Synthetic-Control-Method-blind + per-Difference-in-Differences-blind + per-survival-analysis-blind + per-refresh-trigger-routing-blind + per-compliance-gate-blind + per-FBC-feedback-loop-blind + per-multi-format-audit-trail-blind + per-Meta-TikTok-Snap-Pinterest-Reddit-LinkedIn-YouTube-Twitter-X-Google-Microsoft-Amazon-Walmart-Connect-Ad-Policy-blind + per-FTC-substantiation-doctrine-blind + per-FTC-MARS-blind + per-FTC-AI-disclosure-blind + per-FTC-endorsement-guides-blind + per-CFPB-UDAAP-blind + per-FDA-21-CFR-Part-101-Part-202-blind + per-USDA-Organic-blind + per-NAD-NARB-blind + per-FDD-Item-12-Item-17-Item-19-blind + per-FINRA-2210-blind + per-SEC-Reg-S-K-blind + per-HIPAA-blind + per-Lanham-blind + per-state-FRR-blind + per-Robinson-Patman-blind + per-WCAG-2.2-AA-Section-508-ADA-Title-III-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-COPPA-blind + per-7-year-FTC-substantiation-retention-blind + per-7-year-FDD-retention-blind.

The operator-side architecture above per-vendor-flat-frequency-cap primitive is canonical-fatigue-signal-pointer + per-fatigue-detection-model-stack-spec + per-refresh-trigger-routing-spec + per-compliance-gate-spec + per-FBC-feedback-loop + per-cross-skill-handoff + per-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-paid-social-paid-search-ads-vendor

Meta Ads Manager, Meta Advantage+, TikTok Ads Manager, Snap Ads Manager, Pinterest Ads, Reddit Ads, LinkedIn Campaign Manager, YouTube Ads, Twitter-X Ads, Google Ads, Microsoft Advertising, Amazon Ads, Walmart Connect, Apple Search Ads. Per-account per-flat-frequency-cap primitive (account-level cap with manual refresh). Per-canonical-fatigue-signal-pointer-canonical-fatigue-detection-model-stack-canonical-refresh-trigger-routing-canonical-compliance-gate-canonical-FBC-feedback-canonical-audit-trail is not the primitive.

Per-platform per-creative-iteration-AI-vendor

AdEspresso, Smartly.io, Pencil, Pattern89, Marpipe, Vidmob, Creatopy, Persado, Phrasee, Anyword, Jasper, CreativeX, Canva Pro. Per-account per-flat-creative-variant primitive (typically generates variants but blind to per-location per-creative fatigue detection model stack + per-creative refresh-trigger routing semantics). Per-canonical-per-creative-classical-time-series-decay-model-canonical-per-creative-changepoint-detection-model-canonical-per-creative-Bayesian-hierarchical-multi-level-model-canonical-per-creative-XGBoost-LightGBM-CatBoost-classification-canonical-per-creative-LSTM-GRU-recurrent-canonical-per-creative-Transformer-Temporal-Fusion-Transformer-TFT-canonical-per-creative-N-BEATS-NHITS-PatchTST-canonical-per-creative-causal-uplift-CATE-canonical-per-creative-Synthetic-Control-Method-canonical-per-creative-Difference-in-Differences-canonical-per-creative-survival-analysis is not the primitive.

Per-platform per-paid-ads-analytics-vendor

Northbeam, Triple Whale, Hyros, Wicked Reports, Rockerbox, Measured, Polar Analytics, Glew, Supermetrics, Funnel.io, Improvado, Adverity, Domo Paid Ads, Looker Paid Ads Dashboards. Per-account per-flat-dashboard primitive (typically descriptive statistics; no per-creative changepoint + survival-analysis + causal-uplift-CATE). Per-canonical-per-creative-immediate-pause-route-canonical-per-creative-budget-reallocation-route-canonical-per-creative-frequency-cap-tighten-route-canonical-per-creative-audience-rotation-route-canonical-per-creative-bid-cap-tighten-route-canonical-per-creative-variant-promote-route-canonical-per-creative-new-variant-generation-route-canonical-per-creative-format-adapter-rotate-route-canonical-per-creative-hook-rotation-route-canonical-per-creative-thumbnail-rotation-route-canonical-per-creative-CTA-rotation-route-canonical-per-creative-music-rotation-route-canonical-per-creative-color-palette-rotation-route-canonical-per-creative-VO-rotation-route is not the primitive.

Per-platform per-Ad-Policy-compliance-vendor

Meta Ad Policy Manager, TikTok Ad Policy Center, Google Ads Policy Manager, Microsoft Advertising Policy Center, Pathmatics, MOAT (Oracle), DoubleVerify, Integral Ad Science (IAS), Adloox, AdSafe Media, Comscore Activation. Per-account per-flat-policy-rule primitive (typically blind to per-creative FDD-Item-19-FPR + FINRA 2210 + SEC Reg S-K + HIPAA + state-FRR + Robinson-Patman semantics). Per-canonical-per-creative-Meta-Ad-Policy-canonical-per-creative-TikTok-Ad-Policy-canonical-per-creative-Snap-Ad-Policy-canonical-per-creative-Pinterest-Ad-Policy-canonical-per-creative-Reddit-Ad-Policy-canonical-per-creative-LinkedIn-Ad-Policy-canonical-per-creative-YouTube-Ad-Policy-canonical-per-creative-Twitter-X-Ad-Policy-canonical-per-creative-Google-Ad-Policy-canonical-per-creative-Microsoft-Advertising-Policy-canonical-per-creative-Amazon-Ad-Policy-canonical-per-creative-Walmart-Connect-Ad-Policy-canonical-per-creative-FTC-substantiation-doctrine-canonical-per-creative-FTC-MARS-canonical-per-creative-FTC-AI-disclosure-canonical-per-creative-FTC-endorsement-guides-canonical-per-creative-FDD-Item-12-Item-17-Item-19-canonical-per-creative-FINRA-2210-canonical-per-creative-SEC-Reg-S-K-canonical-per-creative-HIPAA-canonical-per-creative-Lanham-Act-canonical-per-creative-state-UDTPA-canonical-per-creative-state-FRR-canonical-per-creative-Robinson-Patman-canonical-per-creative-EU-AI-Act-Article-50-canonical-per-creative-EU-AI-Act-Article-13-Article-14-Article-15-canonical-per-creative-NIST-AI-RMF-canonical-per-creative-ISO-42001-canonical-per-creative-COPPA-canonical-per-creative-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-creative per-canonical-fatigue-signal-pointer-substrate. Per-29-canonical-fatigue-signal canonical-signal.
Per-portfolio per-canonical-fatigue-detection-model-stack-spec. Per-classical-time-series-decay + per-changepoint-detection + per-Bayesian-hierarchical-multi-level + per-XGBoost-LightGBM-CatBoost + per-LSTM-GRU + per-Transformer-TFT + per-N-BEATS-NHITS-PatchTST + per-causal-uplift-CATE + per-SCM + per-DiD + per-survival-analysis + per-multi-LLM-ensemble + per-SHAP-LIME-PFI canonical-fatigue-detection.
Per-portfolio per-canonical-refresh-trigger-routing-spec. Per-17-refresh-trigger-route + per-6-stage-canary-rollout + per-shadow-mode + per-rollback + per-multi-stakeholder-approval + per-refresh-trigger-confidence-tier canonical-refresh-trigger.
Per-portfolio per-canonical-compliance-gate-spec. Per-12-paid-platform-Ad-Policy + per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Green-Guides + per-FTC-Health-Products-Compliance-Guide + per-FTC-Negative-Option + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101-Part-202 + per-FDA-DSHEA + per-FDA-medical-device + per-FDA-cosmetic + per-USDA-Organic + per-NAD-NARB + per-state-baby-food + per-state-recreational-cannabis + per-DEA + per-ATF + per-CPSC-CPSIA + per-EPA-FIFRA + per-Prop-65 + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-Lanham + per-state-UDTPA + per-state-FRR + per-Robinson-Patman + per-WCAG-2.2-AA + per-Section-508 + per-ADA-Title-III + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-COPPA + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-as-code canonical-compliance.
Per-portfolio per-canonical-FBC-feedback-loop. Per-realized-vs-predicted-fatigue-onset-MAE-MAPE + per-realized-refresh-uplift-vs-CATE + per-control-vs-treatment-realized + per-geo-experiment-realized + per-per-model-recalibration-cascade + per-pattern-learning + per-emerging-fatigue-signal-detection + per-model-drift-detection + per-model-retraining-trigger canonical-FBC.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-28-sibling-skills canonical-handoff.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-creative-canonical-audit-record + per-12-paid-platform-Ad-Policy + per-FTC-substantiation + per-FTC-MARS + per-FTC-AI-disclosure + per-FTC-endorsement-guides + per-FTC-Made-in-USA + per-FTC-Green-Guides + per-FTC-Health-Products-Compliance-Guide + per-CFPB-UDAAP + per-FDA-21-CFR-Part-101-Part-202 + per-FDA-DSHEA + per-USDA-Organic + per-NAD-NARB + per-FDD-Item-12-Item-17-Item-19 + per-FINRA-2210 + per-SEC-Reg-S-K + per-HIPAA + per-Lanham + per-state-FRR + per-Robinson-Patman + per-WCAG-2.2-AA-Section-508-ADA-Title-III + per-EU-AI-Act-Article-50 + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001 + per-COPPA + per-SOC-2-Type-II + per-immutable-WORM + per-7-year-IRS-tax-retention + per-7-year-FTC-substantiation-retention + per-7-year-FDD-retention canonical-audit.
Per-portfolio per-paid-social-creative-agent-canonical-bundle. Per-creative-fatigue-detection + per-multi-location-ad-copy-swarm + per-generative-creative-production + per-per-platform-format-adapters + per-compliance-first-budget-creative-pairing + per-creative-performance-management + per-creative-format-automation + per-paid-social-creative-performance-feedback-loop + per-creative-workflow-software canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-per-creative-fatigue-signal-ingestion-to-fatigue-detection-model-stack-fit-to-changepoint-detection-to-refresh-trigger-routing-to-compliance-gate-to-multi-stakeholder-approval-to-canary-rollout-to-FBC-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-fatigue-detection-rewind + per-refresh-trigger-routing-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-location per-creative fatigue detection at multi-location scale?

Per-location per-creative fatigue detection runs per-portfolio per-banner per-location per-creative per-canonical-fatigue-signal-pointer (per-impression-decay + per-CTR-decay + per-CPM-inflation + per-CPC-inflation + per-CPA-inflation + per-CVR-decay + per-ROAS-decay + per-frequency-saturation + per-Reach-1+-saturation + per-Reach-3+-saturation + per-Reach-7+-saturation + per-Reach-frequency-ceiling-hit + per-unique-reach-decay + per-incremental-reach-decay + per-engagement-rate-decay + per-thumb-stop-rate-decay + per-3-second-video-view-decay + per-25-50-75-95-percent-video-view-decay + per-completion-rate-decay + per-relevance-score-decay + per-quality-ranking-decay + per-engagement-rate-ranking-decay + per-conversion-rate-ranking-decay + per-negative-feedback-rate-spike + per-hide-ad-rate-spike + per-report-ad-rate-spike + per-unfollow-rate-spike + per-channel-policy-violation-spike + per-canonical-fatigue-signal) + per-canonical-fatigue-detection-model-stack-spec + per-canonical-refresh-trigger-routing-spec + per-canonical-compliance-gate-spec + per-canonical-FBC-feedback-loop + per-canonical-audit-trail + per-portfolio-audit-trail.

Why does per-vendor-Meta-Ads-Manager-canonical-account-flat-frequency-cap break at multi-location creative-fatigue scale?

Per-vendor-Meta-Ads-Manager-canonical-account-flat-frequency-cap ships per-account per-flat-frequency-cap primitive — typically a single account-level cap (e.g., 2 impressions per user per 7 days) with manual creative refresh triggered by ops review. No per-location per-creative fatigue signal catalog, no per-creative fatigue detection model stack, no per-creative refresh-trigger routing, no per-creative compliance gate, no per-creative FBC feedback loop. Per-vendor-Meta-Advantage-Plus-canonical + per-TikTok-Ads-Manager-canonical + per-Snap-Ads-Manager-canonical + per-Pinterest-Ads-canonical + per-Reddit-Ads-canonical + per-LinkedIn-Campaign-Manager-canonical + per-YouTube-Ads-canonical + per-Twitter-X-Ads-canonical + per-Google-Ads-canonical + per-Microsoft-Advertising-canonical + per-AdEspresso-canonical + per-Smartly.io-canonical + per-Pencil-canonical + per-Pattern89-canonical + per-Marpipe-canonical + per-Vidmob-canonical-account-flat-frequency-cap ship per-vendor per-native account-flat-frequency-cap primitives. At 1-account-1-flat-frequency-cap scale per-account per-flat-frequency-cap primitive is enough. At multi-location creative-fatigue scale per-canonical-fatigue-signal-pointer + per-canonical-fatigue-detection-model-stack-spec + per-canonical-refresh-trigger-routing-spec + per-canonical-compliance-gate-spec + per-canonical-FBC-feedback-loop + per-canonical-audit-trail.

How does per-location per-creative fatigue-detection-model-stack + per-creative refresh-trigger-routing work?

Per-portfolio per-banner per-location per-creative per-canonical-fatigue-detection-model-stack-spec runs per-portfolio per-canonical-per-creative-classical-time-series-decay-model (per-exponential-decay + per-logistic-decay + per-Weibull-decay + per-Gompertz-decay + per-power-law-decay) + per-canonical-per-creative-changepoint-detection-model (per-PELT + per-Bayesian-changepoint + per-CUSUM + per-EWMA + per-Page-Hinkley + per-ADWIN) + per-canonical-per-creative-Bayesian-hierarchical-multi-level-model (per-Stan + per-PyMC + per-NumPyro + per-bambi + per-brms-R) + per-canonical-per-creative-XGBoost-LightGBM-CatBoost-classification + per-canonical-per-creative-LSTM-GRU-recurrent + per-canonical-per-creative-Transformer-Temporal-Fusion-Transformer-TFT + per-canonical-per-creative-N-BEATS-NHITS-PatchTST + per-canonical-per-creative-causal-uplift-CATE (per-T-learner + per-S-learner + per-X-learner + per-DR-learner + per-Causal-Forest + per-BART + per-CausalML + per-DoubleML) + per-canonical-per-creative-Synthetic-Control-Method + per-canonical-per-creative-Difference-in-Differences + per-canonical-per-creative-survival-analysis (per-Kaplan-Meier + per-Cox-PH + per-Weibull-AFT) + per-canonical-per-creative-multi-LLM-ensemble + per-canonical-per-creative-feature-importance-SHAP-LIME-PFI + per-canonical-per-creative-rolling-window-validation + per-canonical-per-creative-walk-forward-validation + per-canonical-per-creative-precision-recall-F1-ROC-AUC-PR-AUC-Brier + per-canonical-per-creative-fatigue-confidence-tier + per-canonical-per-creative-fatigue-explainability. Per-canonical-refresh-trigger-routing-spec runs per-portfolio per-canonical-per-creative-immediate-pause-route + per-canonical-per-creative-budget-reallocation-route + per-canonical-per-creative-frequency-cap-tighten-route + per-canonical-per-creative-audience-rotation-route + per-canonical-per-creative-bid-cap-tighten-route + per-canonical-per-creative-variant-promote-route + per-canonical-per-creative-new-variant-generation-route + per-canonical-per-creative-format-adapter-rotate-route + per-canonical-per-creative-hook-rotation-route + per-canonical-per-creative-thumbnail-rotation-route + per-canonical-per-creative-CTA-rotation-route + per-canonical-per-creative-music-rotation-route + per-canonical-per-creative-color-palette-rotation-route + per-canonical-per-creative-VO-rotation-route + per-canonical-per-creative-batch-review-route + per-canonical-per-creative-send-to-FBC-route + per-canonical-per-creative-escalate-to-team-lead-route + per-canonical-per-creative-handoff-to-five-destination-routing-build-pillar (sibling build-pillar at /how-to-build-five-destination-routing-for-ai-decision-approval) + per-canonical-per-creative-canary-rollout (per-1-pct + per-5-pct + per-10-pct + per-25-pct + per-50-pct + per-100-pct) + per-canonical-per-creative-shadow-mode + per-canonical-per-creative-rollback + per-canonical-per-creative-multi-stakeholder-approval + per-canonical-per-creative-refresh-trigger-confidence-tier + per-canonical-per-creative-refresh-trigger-explainability.

What does per-creative compliance-gate + per-creative FBC-feedback work?

Per-portfolio per-banner per-location per-creative per-canonical-compliance-gate-spec runs per-portfolio per-canonical-per-creative-Meta-Ad-Policy + per-canonical-per-creative-TikTok-Ad-Policy + per-canonical-per-creative-Snap-Ad-Policy + per-canonical-per-creative-Pinterest-Ad-Policy + per-canonical-per-creative-Reddit-Ad-Policy + per-canonical-per-creative-LinkedIn-Ad-Policy + per-canonical-per-creative-YouTube-Ad-Policy + per-canonical-per-creative-Twitter-X-Ad-Policy + per-canonical-per-creative-Google-Ad-Policy + per-canonical-per-creative-Microsoft-Advertising-Policy + per-canonical-per-creative-Amazon-Ad-Policy + per-canonical-per-creative-Walmart-Connect-Ad-Policy + per-canonical-per-creative-FTC-substantiation-doctrine + per-canonical-per-creative-FTC-MARS + per-canonical-per-creative-FTC-AI-disclosure + per-canonical-per-creative-FTC-endorsement-guides + per-canonical-per-creative-FTC-Made-in-USA + per-canonical-per-creative-FTC-Green-Guides + per-canonical-per-creative-FTC-Health-Products-Compliance-Guide + per-canonical-per-creative-FTC-Negative-Option + per-canonical-per-creative-CFPB-UDAAP + per-canonical-per-creative-FDA-21-CFR-Part-101 + per-canonical-per-creative-FDA-21-CFR-Part-202 + per-canonical-per-creative-FDA-DSHEA + per-canonical-per-creative-FDA-medical-device + per-canonical-per-creative-FDA-cosmetic + per-canonical-per-creative-USDA-Organic + per-canonical-per-creative-NAD-NARB + per-canonical-per-creative-state-baby-food + per-canonical-per-creative-state-recreational-cannabis + per-canonical-per-creative-DEA + per-canonical-per-creative-ATF + per-canonical-per-creative-CPSC-CPSIA + per-canonical-per-creative-EPA-FIFRA + per-canonical-per-creative-Prop-65 + per-canonical-per-creative-FDD-Item-12-Item-17-Item-19 + per-canonical-per-creative-FINRA-2210 + per-canonical-per-creative-SEC-Reg-S-K + per-canonical-per-creative-HIPAA + per-canonical-per-creative-Lanham-Act + per-canonical-per-creative-state-UDTPA + per-canonical-per-creative-state-FRR + per-canonical-per-creative-Robinson-Patman + per-canonical-per-creative-WCAG-2.2-AA + per-canonical-per-creative-Section-508 + per-canonical-per-creative-ADA-Title-III + per-canonical-per-creative-EU-AI-Act-Article-50-AI-disclosure + per-canonical-per-creative-EU-AI-Act-Article-13-Article-14-Article-15 + per-canonical-per-creative-NIST-AI-RMF + per-canonical-per-creative-ISO-42001 + per-canonical-per-creative-COPPA + per-canonical-per-creative-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso-policy-as-code + per-canonical-per-creative-compliance-confidence-tier + per-canonical-per-creative-compliance-explainability. Per-canonical-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-creative-realized-vs-predicted-fatigue-onset-MAE + per-canonical-FBC-per-creative-realized-vs-predicted-fatigue-onset-MAPE + per-canonical-FBC-per-creative-realized-refresh-uplift-vs-CATE-prediction + per-canonical-FBC-per-creative-control-vs-treatment-realized-validation + per-canonical-FBC-per-creative-geo-experiment-realized-validation + per-canonical-FBC-per-creative-classical-decay-model-recalibration + per-canonical-FBC-per-creative-changepoint-detection-recalibration + per-canonical-FBC-per-creative-Bayesian-hierarchical-prior-recalibration + per-canonical-FBC-per-creative-XGBoost-LightGBM-CatBoost-recalibration + per-canonical-FBC-per-creative-LSTM-GRU-recalibration + per-canonical-FBC-per-creative-Transformer-TFT-recalibration + per-canonical-FBC-per-creative-N-BEATS-NHITS-PatchTST-recalibration + per-canonical-FBC-per-creative-causal-uplift-CATE-recalibration + per-canonical-FBC-per-creative-SCM-DiD-recalibration + per-canonical-FBC-per-creative-survival-analysis-recalibration + per-canonical-FBC-per-creative-pattern-learning + per-canonical-FBC-per-creative-emerging-fatigue-signal-detection + per-canonical-FBC-per-creative-model-drift-detection + per-canonical-FBC-per-creative-model-retraining-trigger.

What does per-creative cross-skill-handoff + per-paid-social-creative-agent-canonical-bundle do?

Per-portfolio per-creative per-canonical-per-creative-cross-skill-handoff runs per-portfolio per-canonical-per-creative-handoff-to-creative-fatigue (parent commercial pillar at /creative-fatigue) + per-canonical-per-creative-handoff-to-paid-social-creative (parent agent) + per-canonical-per-creative-handoff-to-creative-performance-management (sibling commercial at /creative-performance-management) + per-canonical-per-creative-handoff-to-creative-format-automation (sibling commercial at /creative-format-automation) + per-canonical-per-creative-handoff-to-paid-social-creative-performance-feedback-loop (sibling commercial at /paid-social-creative-performance-feedback-loop) + per-canonical-per-creative-handoff-to-creative-workflow-software (sibling commercial at /creative-workflow-software) + per-canonical-per-creative-handoff-to-compliance-first-budget-creative-pairing-build-pillar (sibling build-pillar at /how-to-build-compliance-first-budget-creative-pairing-for-multi-location-paid-social) + per-canonical-per-creative-handoff-to-multi-location-ad-copy-swarm-build-pillar (sibling build-pillar at /how-to-build-multi-location-ad-copy-swarm) + per-canonical-per-creative-handoff-to-generative-creative-production-build-pillar (sibling build-pillar at /how-to-build-generative-creative-production-at-multi-location-scale) + per-canonical-per-creative-handoff-to-per-platform-format-adapters-build-pillar (sibling build-pillar at /how-to-build-per-platform-format-adapters-for-ad-creative) + per-canonical-per-creative-handoff-to-per-channel-product-description-orchestration-build-pillar (sibling build-pillar at /how-to-architect-channel-aware-product-description-orchestration) + per-canonical-per-creative-handoff-to-per-location-ad-copy-hooks (sibling commercial at /per-location-ad-copy-hooks) + per-canonical-per-creative-handoff-to-ad-copy-generator (sibling commercial at /ad-copy-generator) + per-canonical-per-creative-handoff-to-per-location-ppc-bid-and-budget-management-build-pillar (sibling build-pillar at /how-to-build-per-location-ppc-bid-and-budget-management-at-multi-location-scale) + per-canonical-per-creative-handoff-to-keyword-negative-keyword-library-build-pillar (sibling build-pillar at /how-to-build-per-location-negative-keyword-library-management-for-franchise-sem) + per-canonical-per-creative-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-creative-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-creative-handoff-to-cross-stream-correlation-build-pillar (sibling build-pillar at /how-to-build-cross-stream-correlation-for-marketing-anomaly-diagnosis) + per-canonical-per-creative-handoff-to-marketing-forecasting-build-pillar (sibling build-pillar at /how-to-architect-marketing-forecasting-across-9-streams) + per-canonical-per-creative-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-creative-handoff-to-five-destination-routing-build-pillar (sibling build-pillar at /how-to-build-five-destination-routing-for-ai-decision-approval) + per-canonical-per-creative-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-creative-handoff-to-routing-audit-trail-build-pillar (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-creative-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-creative-handoff-to-brand-voice-management + per-canonical-per-creative-handoff-to-forbidden-phrase-library + per-canonical-per-creative-handoff-to-claims-substantiation + per-canonical-per-creative-handoff-to-claims-allowlist-substantiation-build-pillar (sibling build-pillar at /how-to-build-claims-allowlist-substantiation-for-ai-generated-marketing) + per-canonical-per-creative-handoff-to-multi-brand-forbidden-phrase-library-build-pillar (sibling build-pillar at /how-to-build-multi-brand-forbidden-phrase-library-for-ai-output-gating). Per-paid-social-creative-agent-canonical-bundle integrates the creative-fatigue-detection skill with sibling skills on the same paid-social-creative agent: per-canonical-creative-fatigue-detection (this skill) + per-canonical-multi-location-ad-copy-swarm + per-canonical-generative-creative-production + per-canonical-per-platform-format-adapters + per-canonical-compliance-first-budget-creative-pairing + per-canonical-creative-performance-management + per-canonical-creative-format-automation + per-canonical-paid-social-creative-performance-feedback-loop + per-canonical-creative-workflow-software. Per-canonical-end-to-end-SLA runs per-canonical-per-creative-fatigue-signal-ingestion-to-fatigue-detection-model-stack-fit-to-changepoint-detection-to-refresh-trigger-routing-to-compliance-gate-to-multi-stakeholder-approval-to-canary-rollout-to-FBC-SLA canonical-SLA.

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

Per-portfolio per-creative per-canonical-audit-trail runs per-portfolio per-canonical-per-creative-canonical-audit-record (per-fatigue-detection-run-ID + per-banner-pointer + per-location-pointer + per-creative-pointer + per-29-canonical-fatigue-signal-snapshot + per-classical-time-series-decay-model-snapshot (exponential + logistic + Weibull + Gompertz + power-law) + per-changepoint-detection-snapshot (PELT + Bayesian + CUSUM + EWMA + Page-Hinkley + ADWIN) + per-Bayesian-hierarchical-multi-level-snapshot (Stan + PyMC + NumPyro + bambi + brms-R) + per-XGBoost-LightGBM-CatBoost-snapshot + per-LSTM-GRU-snapshot + per-Transformer-TFT-snapshot + per-N-BEATS-NHITS-PatchTST-snapshot + per-causal-uplift-CATE-snapshot (T/S/X/DR-learner + Causal Forest + BART + CausalML + DoubleML) + per-SCM-DiD-snapshot + per-survival-analysis-snapshot (Kaplan-Meier + Cox-PH + Weibull-AFT) + per-multi-LLM-ensemble-snapshot + per-feature-importance-SHAP-LIME-PFI-snapshot + per-rolling-window-walk-forward-validation-snapshot + per-precision-recall-F1-ROC-AUC-PR-AUC-Brier-snapshot + per-fatigue-confidence-tier-snapshot + per-immediate-pause-route-snapshot + per-budget-reallocation-route-snapshot + per-frequency-cap-tighten-route-snapshot + per-audience-rotation-route-snapshot + per-bid-cap-tighten-route-snapshot + per-variant-promote-route-snapshot + per-new-variant-generation-route-snapshot + per-format-adapter-rotate-route-snapshot + per-hook-rotation-route-snapshot + per-thumbnail-rotation-route-snapshot + per-CTA-rotation-route-snapshot + per-music-rotation-route-snapshot + per-color-palette-rotation-route-snapshot + per-VO-rotation-route-snapshot + per-batch-review-route-snapshot + per-send-to-FBC-route-snapshot + per-escalate-to-team-lead-route-snapshot + per-canary-rollout-snapshot + per-shadow-mode-snapshot + per-rollback-snapshot + per-multi-stakeholder-approval-snapshot + per-refresh-trigger-confidence-tier-snapshot + per-Meta-Ad-Policy-snapshot + per-TikTok-Ad-Policy-snapshot + per-Snap-Ad-Policy-snapshot + per-Pinterest-Ad-Policy-snapshot + per-Reddit-Ad-Policy-snapshot + per-LinkedIn-Ad-Policy-snapshot + per-YouTube-Ad-Policy-snapshot + per-Twitter-X-Ad-Policy-snapshot + per-Google-Ad-Policy-snapshot + per-Microsoft-Advertising-Policy-snapshot + per-Amazon-Ad-Policy-snapshot + per-Walmart-Connect-Ad-Policy-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-Green-Guides-snapshot + per-FTC-Health-Products-Compliance-Guide-snapshot + per-FTC-Negative-Option-snapshot + per-CFPB-UDAAP-snapshot + per-FDA-21-CFR-Part-101-Part-202-snapshot + per-FDA-DSHEA-snapshot + per-FDA-medical-device-snapshot + per-FDA-cosmetic-snapshot + per-USDA-Organic-snapshot + per-NAD-NARB-snapshot + per-state-baby-food-snapshot + per-state-recreational-cannabis-snapshot + per-DEA-snapshot + per-ATF-snapshot + per-CPSC-CPSIA-snapshot + per-EPA-FIFRA-snapshot + per-Prop-65-snapshot + per-FDD-Item-12-Item-17-Item-19-snapshot + per-FINRA-2210-snapshot + per-SEC-Reg-S-K-snapshot + per-HIPAA-snapshot + per-Lanham-snapshot + per-state-UDTPA-snapshot + per-state-FRR-snapshot + per-Robinson-Patman-snapshot + per-WCAG-2.2-AA-Section-508-ADA-Title-III-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-COPPA-snapshot + per-OPA-Cedar-Casbin-Cerbos-Oso-policy-snapshot + per-compliance-confidence-tier-snapshot + per-realized-Brier-MAE-MAPE-snapshot + per-realized-refresh-uplift-vs-CATE-snapshot + per-control-vs-treatment-realized-snapshot + per-geo-experiment-realized-snapshot + per-recalibration-cascade-snapshot + per-pattern-learning-snapshot + per-emerging-fatigue-signal-detection-snapshot + per-model-drift-detection-snapshot + per-model-retraining-trigger-snapshot + per-canonical-audit-record) + per-canonical-Meta-TikTok-Snap-Pinterest-Reddit-LinkedIn-YouTube-Twitter-X-Google-Microsoft-Amazon-Walmart-Connect-Ad-Policy + 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-Green-Guides + per-canonical-FTC-Health-Products-Compliance-Guide + per-canonical-CFPB-UDAAP + per-canonical-FDA-21-CFR-Part-101-Part-202 + per-canonical-FDA-DSHEA + per-canonical-USDA-Organic + per-canonical-NAD-NARB + per-canonical-FDD-Item-12-Item-17-Item-19 + per-canonical-FINRA-2210 + per-canonical-SEC-Reg-S-K + per-canonical-HIPAA + per-canonical-Lanham + per-canonical-state-FRR + per-canonical-Robinson-Patman + per-canonical-WCAG-2.2-AA-Section-508-ADA-Title-III + 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-COPPA + 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-end-to-end-replay runs per-portfolio per-canonical-per-creative-fatigue-detection-rewind + per-canonical-per-creative-refresh-trigger-routing-rewind + per-canonical-per-creative-canary-rollout-rewind + per-canonical-per-creative-multi-stakeholder-approval-rewind + per-canonical-per-creative-replay-confidence-tier + per-canonical-per-creative-replay-explainability.

Engage the paid-social-creative agent

Per-portfolio per-banner per-location per-creative per-canonical-fatigue-signal-pointer + per-canonical-fatigue-detection-model-stack-spec + per-canonical-refresh-trigger-routing-spec + per-canonical-compliance-gate-spec + per-canonical-FBC-feedback-loop + per-canonical-audit-trail + per-portfolio-audit-trail shipped as the orchestration layer above your existing per-paid-social-paid-search-ads-vendor + per-creative-iteration-AI-vendor + per-paid-ads-analytics-vendor + per-Ad-Policy-compliance-vendor primitive.

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